Dataset statistics
| Number of variables | 44 |
|---|---|
| Number of observations | 50 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 79.3 KiB |
| Average record size in memory | 1.6 KiB |
Variable types
| Categorical | 21 |
|---|---|
| Numeric | 18 |
| Boolean | 5 |
Age is highly overall correlated with Customer_ID | High correlation |
Residence_Years is highly overall correlated with Customer_ID | High correlation |
Monthly_Income is highly overall correlated with Spending_to_Income_Ratio and 3 other fields | High correlation |
Experience_Years is highly overall correlated with Customer_ID | High correlation |
Monthly_Spending is highly overall correlated with Spending_to_Income_Ratio and 1 other fields | High correlation |
Savings_Balance is highly overall correlated with Customer_ID | High correlation |
Credit_Amount is highly overall correlated with Loan_to_Income_Ratio and 1 other fields | High correlation |
Installment_Rate is highly overall correlated with Customer_ID | High correlation |
Account_Tenure_Months is highly overall correlated with Customer_ID | High correlation |
Monthly_Transactions_Count is highly overall correlated with Customer_ID and 1 other fields | High correlation |
Avg_Transaction_Value is highly overall correlated with Customer_ID | High correlation |
Number_Credit_Inquiries_6mo is highly overall correlated with Customer_ID | High correlation |
Credit_Limit is highly overall correlated with Credit_Utilization_Ratio and 2 other fields | High correlation |
Revolving_Balance is highly overall correlated with Credit_Utilization_Ratio and 1 other fields | High correlation |
Spending_to_Income_Ratio is highly overall correlated with Monthly_Income and 2 other fields | High correlation |
Loan_to_Income_Ratio is highly overall correlated with Monthly_Income and 3 other fields | High correlation |
Credit_Utilization_Ratio is highly overall correlated with Credit_Limit and 2 other fields | High correlation |
Behavioral_Score is highly overall correlated with Customer_ID | High correlation |
Customer_ID is highly overall correlated with Age and 42 other fields | High correlation |
Gender is highly overall correlated with Credit_Limit and 1 other fields | High correlation |
Marital_Status is highly overall correlated with Monthly_Transactions_Count and 1 other fields | High correlation |
Dependents is highly overall correlated with Customer_ID | High correlation |
Education_Level is highly overall correlated with Customer_ID | High correlation |
Employment_Status is highly overall correlated with Customer_ID | High correlation |
Job_Type is highly overall correlated with Customer_ID | High correlation |
Loan_Purpose is highly overall correlated with Customer_ID | High correlation |
Credit_Card_Usage is highly overall correlated with Customer_ID | High correlation |
Payment_History is highly overall correlated with Customer_ID | High correlation |
Other_Loans is highly overall correlated with Customer_ID | High correlation |
Default_History is highly overall correlated with Customer_ID | High correlation |
Checking_Account_Status is highly overall correlated with Customer_ID | High correlation |
Savings_Account_Status is highly overall correlated with Customer_ID | High correlation |
Property is highly overall correlated with Customer_ID | High correlation |
Housing is highly overall correlated with Customer_ID | High correlation |
Foreign_Worker is highly overall correlated with Customer_ID | High correlation |
Mobile_Banking_Active is highly overall correlated with Customer_ID | High correlation |
Auto_Pay_Enabled is highly overall correlated with Customer_ID | High correlation |
Num_Products_With_Bank is highly overall correlated with Customer_ID | High correlation |
Insurance_Coverage is highly overall correlated with Customer_ID | High correlation |
Financial_Literacy_Score is highly overall correlated with Customer_ID | High correlation |
Region is highly overall correlated with Customer_ID | High correlation |
Employment_Industry is highly overall correlated with Customer_ID | High correlation |
Days_Since_Last_Default is highly overall correlated with Customer_ID | High correlation |
Credit_Risk is highly overall correlated with Monthly_Income and 2 other fields | High correlation |
Default_History is highly imbalanced (59.8%) | Imbalance |
Days_Since_Last_Default is highly imbalanced (52.2%) | Imbalance |
Customer_ID is uniformly distributed | Uniform |
Customer_ID has unique values | Unique |
Monthly_Income has unique values | Unique |
Monthly_Spending has unique values | Unique |
Savings_Balance has unique values | Unique |
Credit_Amount has unique values | Unique |
Installment_Rate has unique values | Unique |
Avg_Transaction_Value has unique values | Unique |
Credit_Limit has unique values | Unique |
Revolving_Balance has unique values | Unique |
Loan_to_Income_Ratio has unique values | Unique |
Experience_Years has 1 (2.0%) zeros | Zeros |
Number_Credit_Inquiries_6mo has 7 (14.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-11 16:34:01.133871 |
|---|---|
| Analysis finished | 2025-10-11 16:35:01.433522 |
| Duration | 1 minute and 0.3 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
Customer_ID
Categorical
HIGH CORRELATION  UNIFORM  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| C001 | 1 |
|---|---|
| C038 | 1 |
| C028 | 1 |
| C029 | 1 |
| C030 | 1 |
| Other values (45) |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 200 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | C001 |
|---|---|
| 2nd row | C002 |
| 3rd row | C003 |
| 4th row | C004 |
| 5th row | C005 |
Common Values
| Value | Count | Frequency (%) |
| C001 | 1 | 2.0% |
| C038 | 1 | 2.0% |
| C028 | 1 | 2.0% |
| C029 | 1 | 2.0% |
| C030 | 1 | 2.0% |
| C031 | 1 | 2.0% |
| C032 | 1 | 2.0% |
| C033 | 1 | 2.0% |
| C034 | 1 | 2.0% |
| C035 | 1 | 2.0% |
| Other values (40) | 40 |
Length
| Value | Count | Frequency (%) |
| c001 | 1 | 2.0% |
| c012 | 1 | 2.0% |
| c024 | 1 | 2.0% |
| c003 | 1 | 2.0% |
| c004 | 1 | 2.0% |
| c005 | 1 | 2.0% |
| c006 | 1 | 2.0% |
| c007 | 1 | 2.0% |
| c008 | 1 | 2.0% |
| c009 | 1 | 2.0% |
| Other values (40) | 40 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 64 | |
| C | 50 | |
| 1 | 15 | 7.5% |
| 3 | 15 | 7.5% |
| 2 | 15 | 7.5% |
| 4 | 15 | 7.5% |
| 5 | 6 | 3.0% |
| 8 | 5 | 2.5% |
| 9 | 5 | 2.5% |
| 6 | 5 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 150 | |
| Uppercase Letter | 50 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 64 | |
| 1 | 15 | 10.0% |
| 3 | 15 | 10.0% |
| 2 | 15 | 10.0% |
| 4 | 15 | 10.0% |
| 5 | 6 | 4.0% |
| 8 | 5 | 3.3% |
| 9 | 5 | 3.3% |
| 6 | 5 | 3.3% |
| 7 | 5 | 3.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 50 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 150 | |
| Latin | 50 | 25.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 64 | |
| 1 | 15 | 10.0% |
| 3 | 15 | 10.0% |
| 2 | 15 | 10.0% |
| 4 | 15 | 10.0% |
| 5 | 6 | 4.0% |
| 8 | 5 | 3.3% |
| 9 | 5 | 3.3% |
| 6 | 5 | 3.3% |
| 7 | 5 | 3.3% |
Latin
| Value | Count | Frequency (%) |
| C | 50 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 64 | |
| C | 50 | |
| 1 | 15 | 7.5% |
| 3 | 15 | 7.5% |
| 2 | 15 | 7.5% |
| 4 | 15 | 7.5% |
| 5 | 6 | 3.0% |
| 8 | 5 | 2.5% |
| 9 | 5 | 2.5% |
| 6 | 5 | 2.5% |
Age
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.76 |
| Minimum | 22 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22.45 |
| Q1 | 32.5 |
| median | 42.5 |
| Q3 | 52.25 |
| 95-th percentile | 63.55 |
| Maximum | 64 |
| Range | 42 |
| Interquartile range (IQR) | 19.75 |
Descriptive statistics
| Standard deviation | 12.846917 |
|---|---|
| Coefficient of variation (CV) | 0.30044239 |
| Kurtosis | -0.99944326 |
| Mean | 42.76 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 0.051889726 |
| Sum | 2138 |
| Variance | 165.04327 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 59 | 3 | 6.0% |
| 44 | 3 | 6.0% |
| 64 | 3 | 6.0% |
| 22 | 3 | 6.0% |
| 41 | 3 | 6.0% |
| 48 | 2 | 4.0% |
| 42 | 2 | 4.0% |
| 23 | 2 | 4.0% |
| 29 | 2 | 4.0% |
| 31 | 2 | 4.0% |
| Other values (23) | 25 |
| Value | Count | Frequency (%) |
| 22 | 3 | |
| 23 | 2 | |
| 24 | 1 | 2.0% |
| 27 | 1 | 2.0% |
| 28 | 1 | 2.0% |
| 29 | 2 | |
| 31 | 2 | |
| 32 | 1 | 2.0% |
| 34 | 1 | 2.0% |
| 35 | 2 |
| Value | Count | Frequency (%) |
| 64 | 3 | |
| 63 | 1 | 2.0% |
| 62 | 1 | 2.0% |
| 60 | 1 | 2.0% |
| 59 | 3 | |
| 58 | 1 | 2.0% |
| 57 | 1 | 2.0% |
| 56 | 1 | 2.0% |
| 53 | 1 | 2.0% |
| 50 | 1 | 2.0% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.32 |
| Min length | 4 |
Characters and Unicode
| Total characters | 266 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 33 | |
| Male | 17 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 33 | |
| male | 17 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 83 | |
| a | 50 | |
| l | 50 | |
| F | 33 | 12.4% |
| m | 33 | 12.4% |
| M | 17 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 216 | |
| Uppercase Letter | 50 | 18.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 83 | |
| a | 50 | |
| l | 50 | |
| m | 33 | 15.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 33 | |
| M | 17 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 266 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 83 | |
| a | 50 | |
| l | 50 | |
| F | 33 | 12.4% |
| m | 33 | 12.4% |
| M | 17 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 266 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 83 | |
| a | 50 | |
| l | 50 | |
| F | 33 | 12.4% |
| m | 33 | 12.4% |
| M | 17 | 6.4% |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced | |
| Widowed | 1 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.64 |
| Min length | 6 |
Characters and Unicode
| Total characters | 332 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 2.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 23 | |
| Single | 22 | |
| Divorced | 4 | 8.0% |
| Widowed | 1 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 23 | |
| single | 22 | |
| divorced | 4 | 8.0% |
| widowed | 1 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 50 | |
| i | 50 | |
| e | 50 | |
| d | 29 | |
| M | 23 | |
| a | 23 | |
| S | 22 | |
| n | 22 | |
| g | 22 | |
| l | 22 | |
| Other values (6) | 19 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 282 | |
| Uppercase Letter | 50 | 15.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 50 | |
| i | 50 | |
| e | 50 | |
| d | 29 | |
| a | 23 | |
| n | 22 | |
| g | 22 | |
| l | 22 | |
| o | 5 | 1.8% |
| v | 4 | 1.4% |
| Other values (2) | 5 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 23 | |
| S | 22 | |
| D | 4 | 8.0% |
| W | 1 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 332 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 50 | |
| i | 50 | |
| e | 50 | |
| d | 29 | |
| M | 23 | |
| a | 23 | |
| S | 22 | |
| n | 22 | |
| g | 22 | |
| l | 22 | |
| Other values (6) | 19 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 332 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 50 | |
| i | 50 | |
| e | 50 | |
| d | 29 | |
| M | 23 | |
| a | 23 | |
| S | 22 | |
| n | 22 | |
| g | 22 | |
| l | 22 | |
| Other values (6) | 19 | 5.7% |
Dependents
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| 0 | |
|---|---|
| 3 | |
| 2 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 50 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 50 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 50 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18 | |
| 3 | 12 | |
| 2 | 9 | |
| 1 | 6 | 12.0% |
| 4 | 5 | 10.0% |
Residence_Years
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 28.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.86 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6922976 |
|---|---|
| Coefficient of variation (CV) | 0.53823579 |
| Kurtosis | -1.1367069 |
| Mean | 6.86 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.057311316 |
| Sum | 343 |
| Variance | 13.633061 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 6 | |
| 11 | 6 | |
| 6 | 5 | |
| 12 | 4 | |
| 7 | 4 | |
| 8 | 4 | |
| 1 | 4 | |
| 9 | 4 | |
| 3 | 4 | |
| 2 | 3 | |
| Other values (4) | 6 |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 2 | 3 | |
| 3 | 4 | |
| 4 | 6 | |
| 5 | 2 | 4.0% |
| 6 | 5 | |
| 7 | 4 | |
| 8 | 4 | |
| 9 | 4 | |
| 10 | 2 | 4.0% |
| Value | Count | Frequency (%) |
| 14 | 1 | 2.0% |
| 13 | 1 | 2.0% |
| 12 | 4 | |
| 11 | 6 | |
| 10 | 2 | 4.0% |
| 9 | 4 | |
| 8 | 4 | |
| 7 | 4 | |
| 6 | 5 | |
| 5 | 2 | 4.0% |
Education_Level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Graduate | |
|---|---|
| Postgraduate | |
| High School | |
| PhD |
Length
| Max length | 12 |
|---|---|
| Median length | 11 |
| Mean length | 9.02 |
| Min length | 3 |
Characters and Unicode
| Total characters | 451 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | Graduate |
| 3rd row | Graduate |
| 4th row | High School |
| 5th row | High School |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 21 | |
| Postgraduate | 12 | |
| High School | 11 | |
| PhD | 6 | 12.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 21 | |
| postgraduate | 12 | |
| high | 11 | |
| school | 11 | |
| phd | 6 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 66 | |
| t | 45 | |
| o | 34 | 7.5% |
| d | 33 | 7.3% |
| u | 33 | 7.3% |
| e | 33 | 7.3% |
| r | 33 | 7.3% |
| h | 28 | 6.2% |
| g | 23 | 5.1% |
| G | 21 | 4.7% |
| Other values (9) | 102 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 373 | |
| Uppercase Letter | 67 | 14.9% |
| Space Separator | 11 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 66 | |
| t | 45 | |
| o | 34 | |
| d | 33 | |
| u | 33 | |
| e | 33 | |
| r | 33 | |
| h | 28 | |
| g | 23 | 6.2% |
| s | 12 | 3.2% |
| Other values (3) | 33 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 21 | |
| P | 18 | |
| H | 11 | |
| S | 11 | |
| D | 6 | 9.0% |
Space Separator
| Value | Count | Frequency (%) |
| 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 440 | |
| Common | 11 | 2.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 66 | |
| t | 45 | |
| o | 34 | 7.7% |
| d | 33 | 7.5% |
| u | 33 | 7.5% |
| e | 33 | 7.5% |
| r | 33 | 7.5% |
| h | 28 | 6.4% |
| g | 23 | 5.2% |
| G | 21 | 4.8% |
| Other values (8) | 91 |
Common
| Value | Count | Frequency (%) |
| 11 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 451 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 66 | |
| t | 45 | |
| o | 34 | 7.5% |
| d | 33 | 7.3% |
| u | 33 | 7.3% |
| e | 33 | 7.3% |
| r | 33 | 7.3% |
| h | 28 | 6.2% |
| g | 23 | 5.1% |
| G | 21 | 4.7% |
| Other values (9) | 102 |
Employment_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Salaried | |
|---|---|
| Self-employed | |
| Retired | 3 |
| Unemployed | 2 |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.72 |
| Min length | 7 |
Characters and Unicode
| Total characters | 436 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Salaried |
|---|---|
| 2nd row | Salaried |
| 3rd row | Self-employed |
| 4th row | Salaried |
| 5th row | Salaried |
Common Values
| Value | Count | Frequency (%) |
| Salaried | 38 | |
| Self-employed | 7 | 14.0% |
| Retired | 3 | 6.0% |
| Unemployed | 2 | 4.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| salaried | 38 | |
| self-employed | 7 | 14.0% |
| retired | 3 | 6.0% |
| unemployed | 2 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 76 | |
| e | 69 | |
| l | 54 | |
| d | 50 | |
| S | 45 | |
| r | 41 | |
| i | 41 | |
| o | 9 | 2.1% |
| y | 9 | 2.1% |
| m | 9 | 2.1% |
| Other values (7) | 33 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 379 | |
| Uppercase Letter | 50 | 11.5% |
| Dash Punctuation | 7 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 76 | |
| e | 69 | |
| l | 54 | |
| d | 50 | |
| r | 41 | |
| i | 41 | |
| o | 9 | 2.4% |
| y | 9 | 2.4% |
| m | 9 | 2.4% |
| p | 9 | 2.4% |
| Other values (3) | 12 | 3.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 45 | |
| R | 3 | 6.0% |
| U | 2 | 4.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 429 | |
| Common | 7 | 1.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 76 | |
| e | 69 | |
| l | 54 | |
| d | 50 | |
| S | 45 | |
| r | 41 | |
| i | 41 | |
| o | 9 | 2.1% |
| y | 9 | 2.1% |
| m | 9 | 2.1% |
| Other values (6) | 26 | 6.1% |
Common
| Value | Count | Frequency (%) |
| - | 7 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 436 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 76 | |
| e | 69 | |
| l | 54 | |
| d | 50 | |
| S | 45 | |
| r | 41 | |
| i | 41 | |
| o | 9 | 2.1% |
| y | 9 | 2.1% |
| m | 9 | 2.1% |
| Other values (7) | 33 |
Job_Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Sales | |
|---|---|
| Manager | |
| Engineer | |
| Teacher | |
| Technician |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 6.86 |
| Min length | 5 |
Characters and Unicode
| Total characters | 343 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Manager |
| 3rd row | Manager |
| 4th row | Engineer |
| 5th row | Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales | 11 | |
| Manager | 11 | |
| Engineer | 10 | |
| Teacher | 8 | |
| Technician | 5 | |
| Clerk | 5 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 11 | |
| manager | 11 | |
| engineer | 10 | |
| teacher | 8 | |
| technician | 5 | |
| clerk | 5 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 68 | |
| a | 46 | |
| n | 41 | |
| r | 34 | |
| g | 21 | 6.1% |
| i | 20 | 5.8% |
| c | 18 | 5.2% |
| l | 16 | 4.7% |
| T | 13 | 3.8% |
| h | 13 | 3.8% |
| Other values (6) | 53 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 293 | |
| Uppercase Letter | 50 | 14.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 68 | |
| a | 46 | |
| n | 41 | |
| r | 34 | |
| g | 21 | 7.2% |
| i | 20 | 6.8% |
| c | 18 | 6.1% |
| l | 16 | 5.5% |
| h | 13 | 4.4% |
| s | 11 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 13 | |
| S | 11 | |
| M | 11 | |
| E | 10 | |
| C | 5 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 343 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 68 | |
| a | 46 | |
| n | 41 | |
| r | 34 | |
| g | 21 | 6.1% |
| i | 20 | 5.8% |
| c | 18 | 5.2% |
| l | 16 | 4.7% |
| T | 13 | 3.8% |
| h | 13 | 3.8% |
| Other values (6) | 53 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 68 | |
| a | 46 | |
| n | 41 | |
| r | 34 | |
| g | 21 | 6.1% |
| i | 20 | 5.8% |
| c | 18 | 5.2% |
| l | 16 | 4.7% |
| T | 13 | 3.8% |
| h | 13 | 3.8% |
| Other values (6) | 53 |
Monthly_Income
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156267.66 |
| Minimum | 35237 |
|---|---|
| Maximum | 282764 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 35237 |
|---|---|
| 5-th percentile | 42610.8 |
| Q1 | 83768.5 |
| median | 166646 |
| Q3 | 221101.5 |
| 95-th percentile | 263836.3 |
| Maximum | 282764 |
| Range | 247527 |
| Interquartile range (IQR) | 137333 |
Descriptive statistics
| Standard deviation | 76860.582 |
|---|---|
| Coefficient of variation (CV) | 0.49185213 |
| Kurtosis | -1.3301587 |
| Mean | 156267.66 |
| Median Absolute Deviation (MAD) | 64560.5 |
| Skewness | -0.12117557 |
| Sum | 7813383 |
| Variance | 5.9075491 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 130235 | 1 | 2.0% |
| 226489 | 1 | 2.0% |
| 256507 | 1 | 2.0% |
| 269833 | 1 | 2.0% |
| 282377 | 1 | 2.0% |
| 196319 | 1 | 2.0% |
| 151172 | 1 | 2.0% |
| 89101 | 1 | 2.0% |
| 53049 | 1 | 2.0% |
| 240677 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 35237 | 1 | |
| 39435 | 1 | |
| 39540 | 1 | |
| 46364 | 1 | |
| 46964 | 1 | |
| 50056 | 1 | |
| 53049 | 1 | |
| 53289 | 1 | |
| 57663 | 1 | |
| 59375 | 1 |
| Value | Count | Frequency (%) |
| 282764 | 1 | |
| 282377 | 1 | |
| 269833 | 1 | |
| 256507 | 1 | |
| 255913 | 1 | |
| 249295 | 1 | |
| 246139 | 1 | |
| 240677 | 1 | |
| 233861 | 1 | |
| 226489 | 1 |
Experience_Years
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 26 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.02 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 1 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.45 |
| Q1 | 11 |
| median | 22 |
| Q3 | 28.75 |
| 95-th percentile | 34 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 10.284702 |
|---|---|
| Coefficient of variation (CV) | 0.5137214 |
| Kurtosis | -1.1305363 |
| Mean | 20.02 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.27432292 |
| Sum | 1001 |
| Variance | 105.7751 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 5 | 10.0% |
| 11 | 4 | 8.0% |
| 22 | 3 | 6.0% |
| 32 | 3 | 6.0% |
| 9 | 3 | 6.0% |
| 28 | 3 | 6.0% |
| 25 | 3 | 6.0% |
| 23 | 3 | 6.0% |
| 19 | 2 | 4.0% |
| 31 | 2 | 4.0% |
| Other values (16) | 19 |
| Value | Count | Frequency (%) |
| 0 | 1 | 2.0% |
| 1 | 1 | 2.0% |
| 2 | 1 | 2.0% |
| 3 | 1 | 2.0% |
| 6 | 1 | 2.0% |
| 7 | 1 | 2.0% |
| 8 | 1 | 2.0% |
| 9 | 3 | |
| 10 | 1 | 2.0% |
| 11 | 4 |
| Value | Count | Frequency (%) |
| 34 | 5 | |
| 33 | 1 | 2.0% |
| 32 | 3 | |
| 31 | 2 | 4.0% |
| 30 | 1 | 2.0% |
| 29 | 1 | 2.0% |
| 28 | 3 | |
| 25 | 3 | |
| 24 | 2 | 4.0% |
| 23 | 3 |
Loan_Purpose
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Personal | |
|---|---|
| Business | |
| Furniture | |
| Car | |
| Education |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.48 |
| Min length | 3 |
Characters and Unicode
| Total characters | 374 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Car |
|---|---|
| 2nd row | Personal |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Car |
Common Values
| Value | Count | Frequency (%) |
| Personal | 12 | |
| Business | 10 | |
| Furniture | 10 | |
| Car | 9 | |
| Education | 9 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| personal | 12 | |
| business | 10 | |
| furniture | 10 | |
| car | 9 | |
| education | 9 |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 42 | |
| r | 41 | |
| n | 41 | |
| u | 39 | |
| e | 32 | |
| a | 30 | |
| i | 29 | |
| o | 21 | 5.6% |
| t | 19 | 5.1% |
| P | 12 | 3.2% |
| Other values (7) | 68 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 324 | |
| Uppercase Letter | 50 | 13.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 42 | |
| r | 41 | |
| n | 41 | |
| u | 39 | |
| e | 32 | |
| a | 30 | |
| i | 29 | |
| o | 21 | |
| t | 19 | |
| l | 12 | 3.7% |
| Other values (2) | 18 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 12 | |
| B | 10 | |
| F | 10 | |
| C | 9 | |
| E | 9 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 374 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 42 | |
| r | 41 | |
| n | 41 | |
| u | 39 | |
| e | 32 | |
| a | 30 | |
| i | 29 | |
| o | 21 | 5.6% |
| t | 19 | 5.1% |
| P | 12 | 3.2% |
| Other values (7) | 68 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 374 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 42 | |
| r | 41 | |
| n | 41 | |
| u | 39 | |
| e | 32 | |
| a | 30 | |
| i | 29 | |
| o | 21 | 5.6% |
| t | 19 | 5.1% |
| P | 12 | 3.2% |
| Other values (7) | 68 |
Monthly_Spending
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82568.76 |
| Minimum | 18709 |
|---|---|
| Maximum | 176426 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 18709 |
|---|---|
| 5-th percentile | 28823.2 |
| Q1 | 41833 |
| median | 67376 |
| Q3 | 126382 |
| 95-th percentile | 170295.5 |
| Maximum | 176426 |
| Range | 157717 |
| Interquartile range (IQR) | 84549 |
Descriptive statistics
| Standard deviation | 48550.158 |
|---|---|
| Coefficient of variation (CV) | 0.58799669 |
| Kurtosis | -1.089647 |
| Mean | 82568.76 |
| Median Absolute Deviation (MAD) | 33561.5 |
| Skewness | 0.54519506 |
| Sum | 4128438 |
| Variance | 2.3571178 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34065 | 1 | 2.0% |
| 49620 | 1 | 2.0% |
| 76629 | 1 | 2.0% |
| 81040 | 1 | 2.0% |
| 43016 | 1 | 2.0% |
| 38960 | 1 | 2.0% |
| 48591 | 1 | 2.0% |
| 118333 | 1 | 2.0% |
| 129821 | 1 | 2.0% |
| 51395 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 18709 | 1 | |
| 19748 | 1 | |
| 28807 | 1 | |
| 28843 | 1 | |
| 30485 | 1 | |
| 32640 | 1 | |
| 34065 | 1 | |
| 34870 | 1 | |
| 35559 | 1 | |
| 36732 | 1 |
| Value | Count | Frequency (%) |
| 176426 | 1 | |
| 172504 | 1 | |
| 171542 | 1 | |
| 168772 | 1 | |
| 159188 | 1 | |
| 155507 | 1 | |
| 147396 | 1 | |
| 144695 | 1 | |
| 143148 | 1 | |
| 138961 | 1 |
Savings_Balance
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 492118.04 |
| Minimum | 14337 |
|---|---|
| Maximum | 975240 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 14337 |
|---|---|
| 5-th percentile | 78691.45 |
| Q1 | 270936.25 |
| median | 473111.5 |
| Q3 | 723910.75 |
| 95-th percentile | 931741.55 |
| Maximum | 975240 |
| Range | 960903 |
| Interquartile range (IQR) | 452974.5 |
Descriptive statistics
| Standard deviation | 294786.75 |
|---|---|
| Coefficient of variation (CV) | 0.59901635 |
| Kurtosis | -1.2385199 |
| Mean | 492118.04 |
| Median Absolute Deviation (MAD) | 245484 |
| Skewness | 0.12536771 |
| Sum | 24605902 |
| Variance | 8.6899229 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 264214 | 1 | 2.0% |
| 897048 | 1 | 2.0% |
| 635075 | 1 | 2.0% |
| 692281 | 1 | 2.0% |
| 300451 | 1 | 2.0% |
| 425571 | 1 | 2.0% |
| 132016 | 1 | 2.0% |
| 796267 | 1 | 2.0% |
| 549447 | 1 | 2.0% |
| 502562 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 14337 | 1 | |
| 16023 | 1 | |
| 71203 | 1 | |
| 87844 | 1 | |
| 123012 | 1 | |
| 127402 | 1 | |
| 132016 | 1 | |
| 155159 | 1 | |
| 160576 | 1 | |
| 165775 | 1 |
| Value | Count | Frequency (%) |
| 975240 | 1 | |
| 960592 | 1 | |
| 933479 | 1 | |
| 929618 | 1 | |
| 910588 | 1 | |
| 897048 | 1 | |
| 891089 | 1 | |
| 888439 | 1 | |
| 870291 | 1 | |
| 870184 | 1 |
Credit_Amount
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 984200.68 |
| Minimum | 50404 |
|---|---|
| Maximum | 1931548 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 50404 |
|---|---|
| 5-th percentile | 172902.3 |
| Q1 | 517168.75 |
| median | 971510.5 |
| Q3 | 1406338.2 |
| 95-th percentile | 1899829.6 |
| Maximum | 1931548 |
| Range | 1881144 |
| Interquartile range (IQR) | 889169.5 |
Descriptive statistics
| Standard deviation | 573825.57 |
|---|---|
| Coefficient of variation (CV) | 0.58303716 |
| Kurtosis | -1.134225 |
| Mean | 984200.68 |
| Median Absolute Deviation (MAD) | 451867 |
| Skewness | 0.12928493 |
| Sum | 49210034 |
| Variance | 3.2927578 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 448929 | 1 | 2.0% |
| 753286 | 1 | 2.0% |
| 1433194 | 1 | 2.0% |
| 1054208 | 1 | 2.0% |
| 1931548 | 1 | 2.0% |
| 201456 | 1 | 2.0% |
| 1903025 | 1 | 2.0% |
| 912312 | 1 | 2.0% |
| 1204146 | 1 | 2.0% |
| 320846 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 50404 | 1 | |
| 77712 | 1 | |
| 162816 | 1 | |
| 185230 | 1 | |
| 201456 | 1 | |
| 250244 | 1 | |
| 285365 | 1 | |
| 319114 | 1 | |
| 320846 | 1 | |
| 335977 | 1 |
| Value | Count | Frequency (%) |
| 1931548 | 1 | |
| 1908532 | 1 | |
| 1903025 | 1 | |
| 1895924 | 1 | |
| 1865790 | 1 | |
| 1816616 | 1 | |
| 1772320 | 1 | |
| 1763796 | 1 | |
| 1723361 | 1 | |
| 1685156 | 1 |
Installment_Rate
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.2472 |
| Minimum | 5.78 |
|---|---|
| Maximum | 39.32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 5.78 |
|---|---|
| 5-th percentile | 6.946 |
| Q1 | 14.8225 |
| median | 24.29 |
| Q3 | 31.8075 |
| 95-th percentile | 36.753 |
| Maximum | 39.32 |
| Range | 33.54 |
| Interquartile range (IQR) | 16.985 |
Descriptive statistics
| Standard deviation | 9.6831628 |
|---|---|
| Coefficient of variation (CV) | 0.41653028 |
| Kurtosis | -1.0729652 |
| Mean | 23.2472 |
| Median Absolute Deviation (MAD) | 8.47 |
| Skewness | -0.21331544 |
| Sum | 1162.36 |
| Variance | 93.763641 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.5 | 1 | 2.0% |
| 15.43 | 1 | 2.0% |
| 26.6 | 1 | 2.0% |
| 39.32 | 1 | 2.0% |
| 26.28 | 1 | 2.0% |
| 27.28 | 1 | 2.0% |
| 24.42 | 1 | 2.0% |
| 8.19 | 1 | 2.0% |
| 30.42 | 1 | 2.0% |
| 24.16 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 5.78 | 1 | |
| 6.61 | 1 | |
| 6.64 | 1 | |
| 7.32 | 1 | |
| 8.09 | 1 | |
| 8.19 | 1 | |
| 12.18 | 1 | |
| 12.25 | 1 | |
| 12.32 | 1 | |
| 13.44 | 1 |
| Value | Count | Frequency (%) |
| 39.32 | 1 | |
| 38.88 | 1 | |
| 36.87 | 1 | |
| 36.61 | 1 | |
| 35.74 | 1 | |
| 34.47 | 1 | |
| 34.1 | 1 | |
| 33.57 | 1 | |
| 33.18 | 1 | |
| 32.88 | 1 |
Credit_Card_Usage
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Medium | |
|---|---|
| Low | |
| High |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.86 |
| Min length | 3 |
Characters and Unicode
| Total characters | 243 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | Medium |
| 5th row | Medium |
Common Values
| Value | Count | Frequency (%) |
| Medium | 28 | |
| Low | 13 | |
| High | 9 | 18.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 28 | |
| low | 13 | |
| high | 9 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 37 | |
| M | 28 | |
| e | 28 | |
| d | 28 | |
| u | 28 | |
| m | 28 | |
| L | 13 | 5.3% |
| o | 13 | 5.3% |
| w | 13 | 5.3% |
| H | 9 | 3.7% |
| Other values (2) | 18 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 193 | |
| Uppercase Letter | 50 | 20.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 37 | |
| e | 28 | |
| d | 28 | |
| u | 28 | |
| m | 28 | |
| o | 13 | 6.7% |
| w | 13 | 6.7% |
| g | 9 | 4.7% |
| h | 9 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 28 | |
| L | 13 | |
| H | 9 | 18.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 243 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 37 | |
| M | 28 | |
| e | 28 | |
| d | 28 | |
| u | 28 | |
| m | 28 | |
| L | 13 | 5.3% |
| o | 13 | 5.3% |
| w | 13 | 5.3% |
| H | 9 | 3.7% |
| Other values (2) | 18 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 243 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 37 | |
| M | 28 | |
| e | 28 | |
| d | 28 | |
| u | 28 | |
| m | 28 | |
| L | 13 | 5.3% |
| o | 13 | 5.3% |
| w | 13 | 5.3% |
| H | 9 | 3.7% |
| Other values (2) | 18 |
Payment_History
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Good | |
|---|---|
| Average | |
| Poor |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.84 |
| Min length | 4 |
Characters and Unicode
| Total characters | 242 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Average |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Good | 32 | |
| Average | 14 | |
| Poor | 4 | 8.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 32 | |
| average | 14 | |
| poor | 4 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 72 | |
| G | 32 | |
| d | 32 | |
| e | 28 | 11.6% |
| r | 18 | 7.4% |
| A | 14 | 5.8% |
| v | 14 | 5.8% |
| a | 14 | 5.8% |
| g | 14 | 5.8% |
| P | 4 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 192 | |
| Uppercase Letter | 50 | 20.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 72 | |
| d | 32 | |
| e | 28 | 14.6% |
| r | 18 | 9.4% |
| v | 14 | 7.3% |
| a | 14 | 7.3% |
| g | 14 | 7.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 32 | |
| A | 14 | |
| P | 4 | 8.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 242 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 72 | |
| G | 32 | |
| d | 32 | |
| e | 28 | 11.6% |
| r | 18 | 7.4% |
| A | 14 | 5.8% |
| v | 14 | 5.8% |
| a | 14 | 5.8% |
| g | 14 | 5.8% |
| P | 4 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 242 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 72 | |
| G | 32 | |
| d | 32 | |
| e | 28 | 11.6% |
| r | 18 | 7.4% |
| A | 14 | 5.8% |
| v | 14 | 5.8% |
| a | 14 | 5.8% |
| g | 14 | 5.8% |
| P | 4 | 1.7% |
Other_Loans
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 178.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 37 | |
| True | 13 | 26.0% |
Default_History
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 178.0 B |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 46 | |
| True | 4 | 8.0% |
Checking_Account_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| <50K | |
|---|---|
| 50K–100K | |
| >100K | |
| No account |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 5.62 |
| Min length | 4 |
Characters and Unicode
| Total characters | 281 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | <50K |
|---|---|
| 2nd row | <50K |
| 3rd row | <50K |
| 4th row | <50K |
| 5th row | 50K–100K |
Common Values
| Value | Count | Frequency (%) |
| <50K | 25 | |
| 50K–100K | 12 | |
| >100K | 9 | 18.0% |
| No account | 4 | 8.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50k | 25 | |
| 50k–100k | 12 | |
| 100k | 9 | 16.7% |
| no | 4 | 7.4% |
| account | 4 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 79 | |
| K | 58 | |
| 5 | 37 | |
| < | 25 | 8.9% |
| 1 | 21 | 7.5% |
| – | 12 | 4.3% |
| > | 9 | 3.2% |
| o | 8 | 2.8% |
| c | 8 | 2.8% |
| N | 4 | 1.4% |
| Other values (5) | 20 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 137 | |
| Uppercase Letter | 62 | |
| Math Symbol | 34 | 12.1% |
| Lowercase Letter | 32 | 11.4% |
| Dash Punctuation | 12 | 4.3% |
| Space Separator | 4 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 8 | |
| c | 8 | |
| a | 4 | |
| u | 4 | |
| n | 4 | |
| t | 4 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 5 | 37 | |
| 1 | 21 | 15.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 58 | |
| N | 4 | 6.5% |
Math Symbol
| Value | Count | Frequency (%) |
| < | 25 | |
| > | 9 | 26.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| – | 12 |
Space Separator
| Value | Count | Frequency (%) |
| 4 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 187 | |
| Latin | 94 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| K | 58 | |
| o | 8 | 8.5% |
| c | 8 | 8.5% |
| N | 4 | 4.3% |
| a | 4 | 4.3% |
| u | 4 | 4.3% |
| n | 4 | 4.3% |
| t | 4 | 4.3% |
Common
| Value | Count | Frequency (%) |
| 0 | 79 | |
| 5 | 37 | |
| < | 25 | 13.4% |
| 1 | 21 | 11.2% |
| – | 12 | 6.4% |
| > | 9 | 4.8% |
| 4 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 269 | |
| Punctuation | 12 | 4.3% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 79 | |
| K | 58 | |
| 5 | 37 | |
| < | 25 | 9.3% |
| 1 | 21 | 7.8% |
| > | 9 | 3.3% |
| o | 8 | 3.0% |
| c | 8 | 3.0% |
| N | 4 | 1.5% |
| 4 | 1.5% | |
| Other values (4) | 16 | 5.9% |
Punctuation
| Value | Count | Frequency (%) |
| – | 12 |
Savings_Account_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| <50K | |
|---|---|
| 50K–200K | |
| >200K | |
| None | 2 |
Length
| Max length | 8 |
|---|---|
| Median length | 6.5 |
| Mean length | 5.52 |
| Min length | 4 |
Characters and Unicode
| Total characters | 276 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | <50K |
| 3rd row | 50K–200K |
| 4th row | <50K |
| 5th row | <50K |
Common Values
| Value | Count | Frequency (%) |
| <50K | 23 | |
| 50K–200K | 17 | |
| >200K | 8 | 16.0% |
| None | 2 | 4.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 50k | 23 | |
| 50k–200k | 17 | |
| 200k | 8 | 16.0% |
| none | 2 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 90 | |
| K | 65 | |
| 5 | 40 | |
| 2 | 25 | 9.1% |
| < | 23 | 8.3% |
| – | 17 | 6.2% |
| > | 8 | 2.9% |
| N | 2 | 0.7% |
| o | 2 | 0.7% |
| n | 2 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 155 | |
| Uppercase Letter | 67 | |
| Math Symbol | 31 | 11.2% |
| Dash Punctuation | 17 | 6.2% |
| Lowercase Letter | 6 | 2.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 90 | |
| 5 | 40 | |
| 2 | 25 | 16.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2 | |
| n | 2 | |
| e | 2 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 65 | |
| N | 2 | 3.0% |
Math Symbol
| Value | Count | Frequency (%) |
| < | 23 | |
| > | 8 | 25.8% |
Dash Punctuation
| Value | Count | Frequency (%) |
| – | 17 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 203 | |
| Latin | 73 | 26.4% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 90 | |
| 5 | 40 | |
| 2 | 25 | 12.3% |
| < | 23 | 11.3% |
| – | 17 | 8.4% |
| > | 8 | 3.9% |
Latin
| Value | Count | Frequency (%) |
| K | 65 | |
| N | 2 | 2.7% |
| o | 2 | 2.7% |
| n | 2 | 2.7% |
| e | 2 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 259 | |
| Punctuation | 17 | 6.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 90 | |
| K | 65 | |
| 5 | 40 | |
| 2 | 25 | 9.7% |
| < | 23 | 8.9% |
| > | 8 | 3.1% |
| N | 2 | 0.8% |
| o | 2 | 0.8% |
| n | 2 | 0.8% |
| e | 2 | 0.8% |
Punctuation
| Value | Count | Frequency (%) |
| – | 17 |
Property
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| Real Estate | |
|---|---|
| None | |
| Car |
Length
| Max length | 11 |
|---|---|
| Median length | 4 |
| Mean length | 6.66 |
| Min length | 3 |
Characters and Unicode
| Total characters | 333 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | Real Estate |
| 3rd row | Real Estate |
| 4th row | None |
| 5th row | None |
Common Values
| Value | Count | Frequency (%) |
| Real Estate | 21 | |
| None | 15 | |
| Car | 14 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| real | 21 | |
| estate | 21 | |
| none | 15 | |
| car | 14 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 57 | |
| a | 56 | |
| t | 42 | |
| R | 21 | 6.3% |
| l | 21 | 6.3% |
| 21 | 6.3% | |
| E | 21 | 6.3% |
| s | 21 | 6.3% |
| N | 15 | 4.5% |
| o | 15 | 4.5% |
| Other values (3) | 43 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 241 | |
| Uppercase Letter | 71 | 21.3% |
| Space Separator | 21 | 6.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 57 | |
| a | 56 | |
| t | 42 | |
| l | 21 | 8.7% |
| s | 21 | 8.7% |
| o | 15 | 6.2% |
| n | 15 | 6.2% |
| r | 14 | 5.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 21 | |
| E | 21 | |
| N | 15 | |
| C | 14 |
Space Separator
| Value | Count | Frequency (%) |
| 21 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 312 | |
| Common | 21 | 6.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 57 | |
| a | 56 | |
| t | 42 | |
| R | 21 | 6.7% |
| l | 21 | 6.7% |
| E | 21 | 6.7% |
| s | 21 | 6.7% |
| N | 15 | 4.8% |
| o | 15 | 4.8% |
| n | 15 | 4.8% |
| Other values (2) | 28 |
Common
| Value | Count | Frequency (%) |
| 21 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 333 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 57 | |
| a | 56 | |
| t | 42 | |
| R | 21 | 6.3% |
| l | 21 | 6.3% |
| 21 | 6.3% | |
| E | 21 | 6.3% |
| s | 21 | 6.3% |
| N | 15 | 4.5% |
| o | 15 | 4.5% |
| Other values (3) | 43 |
Housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Own | |
|---|---|
| Rent | |
| Family |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.92 |
| Min length | 3 |
Characters and Unicode
| Total characters | 196 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Own |
|---|---|
| 2nd row | Family |
| 3rd row | Own |
| 4th row | Family |
| 5th row | Own |
Common Values
| Value | Count | Frequency (%) |
| Own | 26 | |
| Rent | 13 | |
| Family | 11 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| own | 26 | |
| rent | 13 | |
| family | 11 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 39 | |
| O | 26 | |
| w | 26 | |
| R | 13 | 6.6% |
| e | 13 | 6.6% |
| t | 13 | 6.6% |
| F | 11 | 5.6% |
| a | 11 | 5.6% |
| m | 11 | 5.6% |
| i | 11 | 5.6% |
| Other values (2) | 22 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 146 | |
| Uppercase Letter | 50 | 25.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 39 | |
| w | 26 | |
| e | 13 | 8.9% |
| t | 13 | 8.9% |
| a | 11 | 7.5% |
| m | 11 | 7.5% |
| i | 11 | 7.5% |
| l | 11 | 7.5% |
| y | 11 | 7.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 26 | |
| R | 13 | |
| F | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 196 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 39 | |
| O | 26 | |
| w | 26 | |
| R | 13 | 6.6% |
| e | 13 | 6.6% |
| t | 13 | 6.6% |
| F | 11 | 5.6% |
| a | 11 | 5.6% |
| m | 11 | 5.6% |
| i | 11 | 5.6% |
| Other values (2) | 22 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 196 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 39 | |
| O | 26 | |
| w | 26 | |
| R | 13 | 6.6% |
| e | 13 | 6.6% |
| t | 13 | 6.6% |
| F | 11 | 5.6% |
| a | 11 | 5.6% |
| m | 11 | 5.6% |
| i | 11 | 5.6% |
| Other values (2) | 22 |
Foreign_Worker
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 178.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 42 | |
| True | 8 | 16.0% |
Account_Tenure_Months
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.96 |
| Minimum | 9 |
|---|---|
| Maximum | 232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 18.9 |
| Q1 | 61.75 |
| median | 134.5 |
| Q3 | 175.75 |
| 95-th percentile | 224.65 |
| Maximum | 232 |
| Range | 223 |
| Interquartile range (IQR) | 114 |
Descriptive statistics
| Standard deviation | 69.805257 |
|---|---|
| Coefficient of variation (CV) | 0.55418591 |
| Kurtosis | -1.210664 |
| Mean | 125.96 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | -0.22832159 |
| Sum | 6298 |
| Variance | 4872.7739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 232 | 2 | 4.0% |
| 44 | 2 | 4.0% |
| 175 | 2 | 4.0% |
| 21 | 2 | 4.0% |
| 146 | 2 | 4.0% |
| 158 | 2 | 4.0% |
| 113 | 2 | 4.0% |
| 163 | 2 | 4.0% |
| 126 | 1 | 2.0% |
| 189 | 1 | 2.0% |
| Other values (32) | 32 |
| Value | Count | Frequency (%) |
| 9 | 1 | |
| 15 | 1 | |
| 18 | 1 | |
| 20 | 1 | |
| 21 | 2 | |
| 23 | 1 | |
| 34 | 1 | |
| 39 | 1 | |
| 44 | 2 | |
| 51 | 1 |
| Value | Count | Frequency (%) |
| 232 | 2 | |
| 226 | 1 | |
| 223 | 1 | |
| 220 | 1 | |
| 219 | 1 | |
| 215 | 1 | |
| 199 | 1 | |
| 195 | 1 | |
| 190 | 1 | |
| 189 | 1 |
Monthly_Transactions_Count
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.34 |
| Minimum | 7 |
|---|---|
| Maximum | 119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15.45 |
| Q1 | 41.5 |
| median | 63 |
| Q3 | 76.75 |
| 95-th percentile | 113.55 |
| Maximum | 119 |
| Range | 112 |
| Interquartile range (IQR) | 35.25 |
Descriptive statistics
| Standard deviation | 29.794267 |
|---|---|
| Coefficient of variation (CV) | 0.4857233 |
| Kurtosis | -0.60699961 |
| Mean | 61.34 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.078946687 |
| Sum | 3067 |
| Variance | 887.69837 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 63 | 2 | 4.0% |
| 53 | 2 | 4.0% |
| 92 | 2 | 4.0% |
| 67 | 2 | 4.0% |
| 72 | 2 | 4.0% |
| 66 | 2 | 4.0% |
| 41 | 2 | 4.0% |
| 29 | 2 | 4.0% |
| 102 | 1 | 2.0% |
| 43 | 1 | 2.0% |
| Other values (32) | 32 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 8 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 29 | 2 | |
| 34 | 1 |
| Value | Count | Frequency (%) |
| 119 | 1 | |
| 118 | 1 | |
| 114 | 1 | |
| 113 | 1 | |
| 105 | 1 | |
| 102 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 92 | 2 | |
| 83 | 1 |
Avg_Transaction_Value
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27342.2 |
| Minimum | 1726 |
|---|---|
| Maximum | 48319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 1726 |
|---|---|
| 5-th percentile | 8453.5 |
| Q1 | 18390.5 |
| median | 27051.5 |
| Q3 | 37757.5 |
| 95-th percentile | 47301.25 |
| Maximum | 48319 |
| Range | 46593 |
| Interquartile range (IQR) | 19367 |
Descriptive statistics
| Standard deviation | 12813.73 |
|---|---|
| Coefficient of variation (CV) | 0.46864299 |
| Kurtosis | -1.0381788 |
| Mean | 27342.2 |
| Median Absolute Deviation (MAD) | 9453.5 |
| Skewness | 0.00083981259 |
| Sum | 1367110 |
| Variance | 1.6419169 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35157 | 1 | 2.0% |
| 33284 | 1 | 2.0% |
| 11222 | 1 | 2.0% |
| 38443 | 1 | 2.0% |
| 35701 | 1 | 2.0% |
| 18764 | 1 | 2.0% |
| 45641 | 1 | 2.0% |
| 18674 | 1 | 2.0% |
| 19024 | 1 | 2.0% |
| 47007 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 1726 | 1 | |
| 8214 | 1 | |
| 8287 | 1 | |
| 8657 | 1 | |
| 8906 | 1 | |
| 9245 | 1 | |
| 11222 | 1 | |
| 12362 | 1 | |
| 12593 | 1 | |
| 15199 | 1 |
| Value | Count | Frequency (%) |
| 48319 | 1 | |
| 47600 | 1 | |
| 47542 | 1 | |
| 47007 | 1 | |
| 45641 | 1 | |
| 44642 | 1 | |
| 44513 | 1 | |
| 43874 | 1 | |
| 43520 | 1 | |
| 41059 | 1 |
Mobile_Banking_Active
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 178.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 36 | |
| False | 14 | 28.0% |
Auto_Pay_Enabled
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 178.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 25 | |
| False | 25 |
Number_Credit_Inquiries_6mo
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.52 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 7 |
| Zeros (%) | 14.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5.75 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3.75 |
Descriptive statistics
| Standard deviation | 2.349468 |
|---|---|
| Coefficient of variation (CV) | 0.66746251 |
| Kurtosis | -1.2308727 |
| Mean | 3.52 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0016050755 |
| Sum | 176 |
| Variance | 5.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 8 | |
| 0 | 7 | |
| 7 | 7 | |
| 2 | 6 | |
| 5 | 6 | |
| 6 | 6 | |
| 1 | 5 | |
| 4 | 5 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1 | 5 | |
| 2 | 6 | |
| 3 | 8 | |
| 4 | 5 | |
| 5 | 6 | |
| 6 | 6 | |
| 7 | 7 |
| Value | Count | Frequency (%) |
| 7 | 7 | |
| 6 | 6 | |
| 5 | 6 | |
| 4 | 5 | |
| 3 | 8 | |
| 2 | 6 | |
| 1 | 5 | |
| 0 | 7 |
Credit_Limit
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1107963.2 |
| Minimum | 101195 |
|---|---|
| Maximum | 1968317 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 101195 |
|---|---|
| 5-th percentile | 211868.4 |
| Q1 | 671006.25 |
| median | 1096313 |
| Q3 | 1630081.5 |
| 95-th percentile | 1932880.6 |
| Maximum | 1968317 |
| Range | 1867122 |
| Interquartile range (IQR) | 959075.25 |
Descriptive statistics
| Standard deviation | 564032 |
|---|---|
| Coefficient of variation (CV) | 0.50907108 |
| Kurtosis | -1.1835642 |
| Mean | 1107963.2 |
| Median Absolute Deviation (MAD) | 446124.5 |
| Skewness | -0.030741042 |
| Sum | 55398158 |
| Variance | 3.181321 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1651405 | 1 | 2.0% |
| 342231 | 1 | 2.0% |
| 1815982 | 1 | 2.0% |
| 943093 | 1 | 2.0% |
| 731503 | 1 | 2.0% |
| 1104730 | 1 | 2.0% |
| 727164 | 1 | 2.0% |
| 1009192 | 1 | 2.0% |
| 1162864 | 1 | 2.0% |
| 101195 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 101195 | 1 | |
| 129083 | 1 | |
| 210081 | 1 | |
| 214053 | 1 | |
| 332725 | 1 | |
| 342231 | 1 | |
| 438590 | 1 | |
| 495485 | 1 | |
| 495864 | 1 | |
| 608819 | 1 |
| Value | Count | Frequency (%) |
| 1968317 | 1 | |
| 1950463 | 1 | |
| 1934276 | 1 | |
| 1931175 | 1 | |
| 1890117 | 1 | |
| 1854673 | 1 | |
| 1829240 | 1 | |
| 1815982 | 1 | |
| 1792495 | 1 | |
| 1783951 | 1 |
Revolving_Balance
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 237467.02 |
| Minimum | 9078 |
|---|---|
| Maximum | 488533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 9078 |
|---|---|
| 5-th percentile | 40444.85 |
| Q1 | 125642 |
| median | 232461.5 |
| Q3 | 329797 |
| 95-th percentile | 432939.1 |
| Maximum | 488533 |
| Range | 479455 |
| Interquartile range (IQR) | 204155 |
Descriptive statistics
| Standard deviation | 129089.82 |
|---|---|
| Coefficient of variation (CV) | 0.54361155 |
| Kurtosis | -0.94051354 |
| Mean | 237467.02 |
| Median Absolute Deviation (MAD) | 102716 |
| Skewness | -0.0058135566 |
| Sum | 11873351 |
| Variance | 1.666418 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 242997 | 1 | 2.0% |
| 319804 | 1 | 2.0% |
| 338041 | 1 | 2.0% |
| 212977 | 1 | 2.0% |
| 127118 | 1 | 2.0% |
| 330721 | 1 | 2.0% |
| 196713 | 1 | 2.0% |
| 9078 | 1 | 2.0% |
| 418219 | 1 | 2.0% |
| 324912 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 9078 | 1 | |
| 22431 | 1 | |
| 33320 | 1 | |
| 49153 | 1 | |
| 50861 | 1 | |
| 51047 | 1 | |
| 56985 | 1 | |
| 90827 | 1 | |
| 96347 | 1 | |
| 108737 | 1 |
| Value | Count | Frequency (%) |
| 488533 | 1 | |
| 477085 | 1 | |
| 443002 | 1 | |
| 420640 | 1 | |
| 418219 | 1 | |
| 395141 | 1 | |
| 392550 | 1 | |
| 374899 | 1 | |
| 374504 | 1 | |
| 338041 | 1 |
Num_Products_With_Bank
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 50 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 50 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 50 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 12 | |
| 3 | 12 | |
| 5 | 11 | |
| 2 | 10 | |
| 1 | 5 |
Insurance_Coverage
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.2 KiB |
| None | |
|---|---|
| Basic | |
| Comprehensive |
Length
| Max length | 13 |
|---|---|
| Median length | 5 |
| Mean length | 6.52 |
| Min length | 4 |
Characters and Unicode
| Total characters | 326 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | None |
|---|---|
| 2nd row | None |
| 3rd row | Comprehensive |
| 4th row | None |
| 5th row | Comprehensive |
Common Values
| Value | Count | Frequency (%) |
| None | 20 | |
| Basic | 18 | |
| Comprehensive | 12 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| none | 20 | |
| basic | 18 | |
| comprehensive | 12 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 56 | |
| o | 32 | |
| n | 32 | |
| s | 30 | |
| i | 30 | |
| N | 20 | 6.1% |
| B | 18 | 5.5% |
| a | 18 | 5.5% |
| c | 18 | 5.5% |
| C | 12 | 3.7% |
| Other values (5) | 60 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 276 | |
| Uppercase Letter | 50 | 15.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 56 | |
| o | 32 | |
| n | 32 | |
| s | 30 | |
| i | 30 | |
| a | 18 | 6.5% |
| c | 18 | 6.5% |
| m | 12 | 4.3% |
| p | 12 | 4.3% |
| r | 12 | 4.3% |
| Other values (2) | 24 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 20 | |
| B | 18 | |
| C | 12 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 326 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 56 | |
| o | 32 | |
| n | 32 | |
| s | 30 | |
| i | 30 | |
| N | 20 | 6.1% |
| B | 18 | 5.5% |
| a | 18 | 5.5% |
| c | 18 | 5.5% |
| C | 12 | 3.7% |
| Other values (5) | 60 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 326 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 56 | |
| o | 32 | |
| n | 32 | |
| s | 30 | |
| i | 30 | |
| N | 20 | 6.1% |
| B | 18 | 5.5% |
| a | 18 | 5.5% |
| c | 18 | 5.5% |
| C | 12 | 3.7% |
| Other values (5) | 60 |
Financial_Literacy_Score
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Medium | |
|---|---|
| High | |
| Low |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6 |
| Min length | 3 |
Characters and Unicode
| Total characters | 230 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Medium |
| 4th row | High |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Medium | 22 | |
| High | 14 | |
| Low | 14 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 22 | |
| high | 14 | |
| low | 14 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 36 | |
| M | 22 | |
| e | 22 | |
| d | 22 | |
| u | 22 | |
| m | 22 | |
| H | 14 | 6.1% |
| g | 14 | 6.1% |
| h | 14 | 6.1% |
| L | 14 | 6.1% |
| Other values (2) | 28 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 180 | |
| Uppercase Letter | 50 | 21.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 36 | |
| e | 22 | |
| d | 22 | |
| u | 22 | |
| m | 22 | |
| g | 14 | 7.8% |
| h | 14 | 7.8% |
| o | 14 | 7.8% |
| w | 14 | 7.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 22 | |
| H | 14 | |
| L | 14 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 230 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 36 | |
| M | 22 | |
| e | 22 | |
| d | 22 | |
| u | 22 | |
| m | 22 | |
| H | 14 | 6.1% |
| g | 14 | 6.1% |
| h | 14 | 6.1% |
| L | 14 | 6.1% |
| Other values (2) | 28 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 36 | |
| M | 22 | |
| e | 22 | |
| d | 22 | |
| u | 22 | |
| m | 22 | |
| H | 14 | 6.1% |
| g | 14 | 6.1% |
| h | 14 | 6.1% |
| L | 14 | 6.1% |
| Other values (2) | 28 |
Region
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| North | |
|---|---|
| South | |
| West | |
| East |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.62 |
| Min length | 4 |
Characters and Unicode
| Total characters | 231 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | South |
|---|---|
| 2nd row | North |
| 3rd row | East |
| 4th row | East |
| 5th row | South |
Common Values
| Value | Count | Frequency (%) |
| North | 17 | |
| South | 14 | |
| West | 10 | |
| East | 9 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| north | 17 | |
| south | 14 | |
| west | 10 | |
| east | 9 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 50 | |
| o | 31 | |
| h | 31 | |
| s | 19 | 8.2% |
| N | 17 | 7.4% |
| r | 17 | 7.4% |
| S | 14 | 6.1% |
| u | 14 | 6.1% |
| W | 10 | 4.3% |
| e | 10 | 4.3% |
| Other values (2) | 18 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 181 | |
| Uppercase Letter | 50 | 21.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 50 | |
| o | 31 | |
| h | 31 | |
| s | 19 | 10.5% |
| r | 17 | 9.4% |
| u | 14 | 7.7% |
| e | 10 | 5.5% |
| a | 9 | 5.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 17 | |
| S | 14 | |
| W | 10 | |
| E | 9 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 231 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 50 | |
| o | 31 | |
| h | 31 | |
| s | 19 | 8.2% |
| N | 17 | 7.4% |
| r | 17 | 7.4% |
| S | 14 | 6.1% |
| u | 14 | 6.1% |
| W | 10 | 4.3% |
| e | 10 | 4.3% |
| Other values (2) | 18 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 50 | |
| o | 31 | |
| h | 31 | |
| s | 19 | 8.2% |
| N | 17 | 7.4% |
| r | 17 | 7.4% |
| S | 14 | 6.1% |
| u | 14 | 6.1% |
| W | 10 | 4.3% |
| e | 10 | 4.3% |
| Other values (2) | 18 | 7.8% |
Employment_Industry
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.3 KiB |
| Finance | |
|---|---|
| Other | |
| IT | |
| Manufacturing | |
| Education |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 7.36 |
| Min length | 2 |
Characters and Unicode
| Total characters | 368 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Finance |
|---|---|
| 2nd row | IT |
| 3rd row | Healthcare |
| 4th row | Manufacturing |
| 5th row | Education |
Common Values
| Value | Count | Frequency (%) |
| Finance | 10 | |
| Other | 10 | |
| IT | 9 | |
| Manufacturing | 9 | |
| Education | 7 | |
| Healthcare | 5 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| finance | 10 | |
| other | 10 | |
| it | 9 | |
| manufacturing | 9 | |
| education | 7 | |
| healthcare | 5 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 45 | |
| a | 45 | |
| c | 31 | 8.4% |
| t | 31 | 8.4% |
| e | 30 | 8.2% |
| i | 26 | 7.1% |
| u | 25 | 6.8% |
| r | 24 | 6.5% |
| h | 15 | 4.1% |
| F | 10 | 2.7% |
| Other values (11) | 86 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 309 | |
| Uppercase Letter | 59 | 16.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 45 | |
| a | 45 | |
| c | 31 | |
| t | 31 | |
| e | 30 | |
| i | 26 | |
| u | 25 | |
| r | 24 | |
| h | 15 | 4.9% |
| g | 9 | 2.9% |
| Other values (4) | 28 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 10 | |
| O | 10 | |
| I | 9 | |
| M | 9 | |
| T | 9 | |
| E | 7 | |
| H | 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 368 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 45 | |
| a | 45 | |
| c | 31 | 8.4% |
| t | 31 | 8.4% |
| e | 30 | 8.2% |
| i | 26 | 7.1% |
| u | 25 | 6.8% |
| r | 24 | 6.5% |
| h | 15 | 4.1% |
| F | 10 | 2.7% |
| Other values (11) | 86 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 368 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 45 | |
| a | 45 | |
| c | 31 | 8.4% |
| t | 31 | 8.4% |
| e | 30 | 8.2% |
| i | 26 | 7.1% |
| u | 25 | 6.8% |
| r | 24 | 6.5% |
| h | 15 | 4.1% |
| F | 10 | 2.7% |
| Other values (11) | 86 |
Days_Since_Last_Default
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 KiB |
| 0 | |
|---|---|
| 300 | 4 |
| 900 | 3 |
| 600 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.36 |
| Min length | 1 |
Characters and Unicode
| Total characters | 68 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 300 | 4 | 8.0% |
| 900 | 3 | 6.0% |
| 600 | 2 | 4.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 300 | 4 | 8.0% |
| 900 | 3 | 6.0% |
| 600 | 2 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 59 | |
| 3 | 4 | 5.9% |
| 9 | 3 | 4.4% |
| 6 | 2 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 68 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 59 | |
| 3 | 4 | 5.9% |
| 9 | 3 | 4.4% |
| 6 | 2 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 68 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 59 | |
| 3 | 4 | 5.9% |
| 9 | 3 | 4.4% |
| 6 | 2 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 59 | |
| 3 | 4 | 5.9% |
| 9 | 3 | 4.4% |
| 6 | 2 | 2.9% |
Spending_to_Income_Ratio
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8304 |
| Minimum | 0.09 |
|---|---|
| Maximum | 4.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 0.09 |
|---|---|
| 5-th percentile | 0.1545 |
| Q1 | 0.2425 |
| median | 0.45 |
| Q3 | 0.835 |
| 95-th percentile | 2.7175 |
| Maximum | 4.04 |
| Range | 3.95 |
| Interquartile range (IQR) | 0.5925 |
Descriptive statistics
| Standard deviation | 0.92081588 |
|---|---|
| Coefficient of variation (CV) | 1.1088823 |
| Kurtosis | 3.1275227 |
| Mean | 0.8304 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 1.903049 |
| Sum | 41.52 |
| Variance | 0.84790188 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.24 | 3 | 6.0% |
| 0.26 | 2 | 4.0% |
| 0.71 | 2 | 4.0% |
| 0.3 | 2 | 4.0% |
| 0.19 | 2 | 4.0% |
| 0.25 | 2 | 4.0% |
| 0.41 | 2 | 4.0% |
| 0.2 | 2 | 4.0% |
| 0.27 | 2 | 4.0% |
| 2.15 | 1 | 2.0% |
| Other values (30) | 30 |
| Value | Count | Frequency (%) |
| 0.09 | 1 | 2.0% |
| 0.13 | 1 | 2.0% |
| 0.15 | 1 | 2.0% |
| 0.16 | 1 | 2.0% |
| 0.19 | 2 | |
| 0.2 | 2 | |
| 0.21 | 1 | 2.0% |
| 0.22 | 1 | 2.0% |
| 0.24 | 3 | |
| 0.25 | 2 |
| Value | Count | Frequency (%) |
| 4.04 | 1 | |
| 3.45 | 1 | |
| 2.74 | 1 | |
| 2.69 | 1 | |
| 2.45 | 1 | |
| 2.25 | 1 | |
| 2.15 | 1 | |
| 1.84 | 1 | |
| 1.47 | 1 | |
| 1.33 | 1 |
Loan_to_Income_Ratio
Real number (ℝ)
HIGH CORRELATION  UNIQUE 
| Distinct | 50 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.873 |
| Minimum | 0.35 |
|---|---|
| Maximum | 42.73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 0.35 |
|---|---|
| 5-th percentile | 0.9615 |
| Q1 | 2.6925 |
| median | 6 |
| Q3 | 15.6725 |
| 95-th percentile | 28.4255 |
| Maximum | 42.73 |
| Range | 42.38 |
| Interquartile range (IQR) | 12.98 |
Descriptive statistics
| Standard deviation | 10.027892 |
|---|---|
| Coefficient of variation (CV) | 1.0156885 |
| Kurtosis | 1.1696714 |
| Mean | 9.873 |
| Median Absolute Deviation (MAD) | 3.645 |
| Skewness | 1.3678597 |
| Sum | 493.65 |
| Variance | 100.55863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.45 | 1 | 2.0% |
| 3.33 | 1 | 2.0% |
| 5.59 | 1 | 2.0% |
| 3.91 | 1 | 2.0% |
| 6.84 | 1 | 2.0% |
| 1.03 | 1 | 2.0% |
| 12.59 | 1 | 2.0% |
| 10.24 | 1 | 2.0% |
| 22.7 | 1 | 2.0% |
| 1.33 | 1 | 2.0% |
| Other values (40) | 40 |
| Value | Count | Frequency (%) |
| 0.35 | 1 | |
| 0.51 | 1 | |
| 0.93 | 1 | |
| 1 | 1 | |
| 1.03 | 1 | |
| 1.33 | 1 | |
| 1.64 | 1 | |
| 1.68 | 1 | |
| 1.8 | 1 | |
| 2.28 | 1 |
| Value | Count | Frequency (%) |
| 42.73 | 1 | |
| 30.59 | 1 | |
| 29.6 | 1 | |
| 26.99 | 1 | |
| 25.77 | 1 | |
| 24.53 | 1 | |
| 24.12 | 1 | |
| 23.87 | 1 | |
| 22.7 | 1 | |
| 20.16 | 1 |
Credit_Utilization_Ratio
Real number (ℝ)
| Distinct | 38 |
|---|---|
| Distinct (%) | 76.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41 |
| Minimum | 0.01 |
|---|---|
| Maximum | 3.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.03 |
| Q1 | 0.12 |
| median | 0.23 |
| Q3 | 0.3375 |
| 95-th percentile | 1.557 |
| Maximum | 3.78 |
| Range | 3.77 |
| Interquartile range (IQR) | 0.2175 |
Descriptive statistics
| Standard deviation | 0.71405996 |
|---|---|
| Coefficient of variation (CV) | 1.7416097 |
| Kurtosis | 14.409127 |
| Mean | 0.41 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | 3.7502588 |
| Sum | 20.5 |
| Variance | 0.50988163 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.12 | 4 | 8.0% |
| 0.23 | 3 | 6.0% |
| 0.15 | 2 | 4.0% |
| 0.03 | 2 | 4.0% |
| 0.27 | 2 | 4.0% |
| 0.06 | 2 | 4.0% |
| 0.29 | 2 | 4.0% |
| 0.08 | 2 | 4.0% |
| 0.17 | 2 | 4.0% |
| 0.34 | 1 | 2.0% |
| Other values (28) | 28 |
| Value | Count | Frequency (%) |
| 0.01 | 1 | 2.0% |
| 0.02 | 1 | 2.0% |
| 0.03 | 2 | |
| 0.05 | 1 | 2.0% |
| 0.06 | 2 | |
| 0.08 | 2 | |
| 0.09 | 1 | 2.0% |
| 0.11 | 1 | 2.0% |
| 0.12 | 4 | |
| 0.13 | 1 | 2.0% |
| Value | Count | Frequency (%) |
| 3.78 | 1 | |
| 3.21 | 1 | |
| 2.07 | 1 | |
| 0.93 | 1 | |
| 0.74 | 1 | |
| 0.67 | 1 | |
| 0.61 | 1 | |
| 0.49 | 1 | |
| 0.42 | 1 | |
| 0.38 | 1 |
Behavioral_Score
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.1 |
| Minimum | 41 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 528.0 B |
Quantile statistics
| Minimum | 41 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 46.25 |
| median | 61.5 |
| Q3 | 75.75 |
| 95-th percentile | 97 |
| Maximum | 99 |
| Range | 58 |
| Interquartile range (IQR) | 29.5 |
Descriptive statistics
| Standard deviation | 18.227866 |
|---|---|
| Coefficient of variation (CV) | 0.28887268 |
| Kurtosis | -0.86968099 |
| Mean | 63.1 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.48016272 |
| Sum | 3155 |
| Variance | 332.2551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 41 | 4 | 8.0% |
| 77 | 3 | 6.0% |
| 47 | 3 | 6.0% |
| 42 | 3 | 6.0% |
| 97 | 2 | 4.0% |
| 75 | 2 | 4.0% |
| 71 | 2 | 4.0% |
| 72 | 2 | 4.0% |
| 43 | 2 | 4.0% |
| 78 | 2 | 4.0% |
| Other values (22) | 25 |
| Value | Count | Frequency (%) |
| 41 | 4 | |
| 42 | 3 | |
| 43 | 2 | |
| 44 | 1 | 2.0% |
| 45 | 2 | |
| 46 | 1 | 2.0% |
| 47 | 3 | |
| 48 | 1 | 2.0% |
| 50 | 1 | 2.0% |
| 52 | 2 |
| Value | Count | Frequency (%) |
| 99 | 1 | 2.0% |
| 98 | 1 | 2.0% |
| 97 | 2 | |
| 96 | 1 | 2.0% |
| 92 | 1 | 2.0% |
| 90 | 1 | 2.0% |
| 78 | 2 | |
| 77 | 3 | |
| 76 | 1 | 2.0% |
| 75 | 2 |
Credit_Risk
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.1 KiB |
| Good | |
|---|---|
| Bad |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.6 |
| Min length | 3 |
Characters and Unicode
| Total characters | 180 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Good | 30 | |
| Bad | 20 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 30 | |
| bad | 20 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 60 | |
| d | 50 | |
| G | 30 | |
| B | 20 | 11.1% |
| a | 20 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 130 | |
| Uppercase Letter | 50 | 27.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 60 | |
| d | 50 | |
| a | 20 | 15.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 30 | |
| B | 20 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 180 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 60 | |
| d | 50 | |
| G | 30 | |
| B | 20 | 11.1% |
| a | 20 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 180 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 60 | |
| d | 50 | |
| G | 30 | |
| B | 20 | 11.1% |
| a | 20 | 11.1% |
| Age | Residence_Years | Monthly_Income | Experience_Years | Monthly_Spending | Savings_Balance | Credit_Amount | Installment_Rate | Account_Tenure_Months | Monthly_Transactions_Count | Avg_Transaction_Value | Number_Credit_Inquiries_6mo | Credit_Limit | Revolving_Balance | Spending_to_Income_Ratio | Loan_to_Income_Ratio | Credit_Utilization_Ratio | Behavioral_Score | Customer_ID | Gender | Marital_Status | Dependents | Education_Level | Employment_Status | Job_Type | Loan_Purpose | Credit_Card_Usage | Payment_History | Other_Loans | Default_History | Checking_Account_Status | Savings_Account_Status | Property | Housing | Foreign_Worker | Mobile_Banking_Active | Auto_Pay_Enabled | Num_Products_With_Bank | Insurance_Coverage | Financial_Literacy_Score | Region | Employment_Industry | Days_Since_Last_Default | Credit_Risk | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.063 | -0.084 | -0.018 | -0.035 | -0.037 | -0.045 | 0.191 | -0.134 | -0.018 | 0.025 | -0.117 | 0.021 | 0.271 | -0.015 | 0.019 | 0.195 | 0.257 | 1.000 | 0.227 | 0.042 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.175 | 0.346 | 0.000 | 0.176 | 0.216 | 0.209 | 0.000 | 0.182 | 0.000 | 0.000 | 0.000 | 0.168 |
| Residence_Years | -0.063 | 1.000 | 0.030 | 0.082 | -0.390 | -0.236 | -0.035 | -0.069 | 0.164 | 0.004 | -0.008 | -0.147 | 0.106 | -0.140 | -0.317 | -0.103 | -0.126 | -0.030 | 1.000 | 0.231 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.134 | 0.000 | 0.379 | 0.360 | 0.000 | 0.242 | 0.300 | 0.191 | 0.000 | 0.000 | 0.000 | 0.094 | 0.099 | 0.000 | 0.163 | 0.189 | 0.000 | 0.000 | 0.000 |
| Monthly_Income | -0.084 | 0.030 | 1.000 | -0.200 | -0.113 | -0.030 | -0.109 | 0.116 | 0.239 | 0.138 | 0.083 | 0.113 | -0.212 | -0.029 | -0.682 | -0.607 | 0.098 | 0.097 | 1.000 | 0.344 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.315 | 0.098 | 0.000 | 0.000 | 0.076 | 0.000 | 0.315 | 0.000 | 0.295 | 0.384 | 0.412 | 0.000 | 0.000 | 0.223 | 0.215 | 0.000 | 0.000 | 0.000 | 0.590 |
| Experience_Years | -0.018 | 0.082 | -0.200 | 1.000 | -0.142 | -0.150 | -0.127 | -0.113 | 0.092 | -0.224 | 0.137 | 0.128 | -0.079 | 0.065 | -0.010 | -0.004 | 0.169 | 0.074 | 1.000 | 0.350 | 0.000 | 0.000 | 0.322 | 0.125 | 0.000 | 0.161 | 0.162 | 0.000 | 0.000 | 0.306 | 0.000 | 0.000 | 0.000 | 0.000 | 0.410 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.249 | 0.252 | 0.000 | 0.000 |
| Monthly_Spending | -0.035 | -0.390 | -0.113 | -0.142 | 1.000 | 0.227 | -0.080 | 0.232 | -0.138 | 0.193 | -0.090 | 0.008 | -0.237 | -0.357 | 0.753 | 0.018 | -0.154 | -0.033 | 1.000 | 0.326 | 0.109 | 0.000 | 0.061 | 0.275 | 0.000 | 0.159 | 0.074 | 0.307 | 0.000 | 0.000 | 0.000 | 0.156 | 0.000 | 0.000 | 0.000 | 0.000 | 0.232 | 0.181 | 0.000 | 0.000 | 0.128 | 0.208 | 0.000 | 0.219 |
| Savings_Balance | -0.037 | -0.236 | -0.030 | -0.150 | 0.227 | 1.000 | -0.062 | -0.137 | 0.087 | -0.099 | -0.123 | -0.092 | 0.120 | -0.143 | 0.209 | 0.004 | -0.247 | 0.027 | 1.000 | 0.000 | 0.199 | 0.000 | 0.182 | 0.000 | 0.194 | 0.171 | 0.123 | 0.000 | 0.224 | 0.000 | 0.000 | 0.000 | 0.000 | 0.298 | 0.093 | 0.227 | 0.265 | 0.258 | 0.000 | 0.000 | 0.295 | 0.099 | 0.000 | 0.000 |
| Credit_Amount | -0.045 | -0.035 | -0.109 | -0.127 | -0.080 | -0.062 | 1.000 | -0.093 | 0.049 | 0.013 | -0.091 | -0.031 | 0.035 | -0.073 | 0.015 | 0.813 | -0.001 | -0.217 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.319 | 0.000 | 0.000 | 0.195 | 0.000 | 0.000 | 0.203 | 0.141 | 0.384 | 0.226 | 0.000 | 0.069 | 0.187 | 0.147 | 0.101 | 0.000 | 0.000 | 0.362 |
| Installment_Rate | 0.191 | -0.069 | 0.116 | -0.113 | 0.232 | -0.137 | -0.093 | 1.000 | -0.202 | 0.282 | -0.043 | 0.026 | -0.074 | 0.105 | 0.101 | -0.146 | 0.137 | 0.274 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.207 | 0.150 | 0.000 | 0.107 | 0.187 | 0.156 | 0.126 | 0.081 | 0.309 | 0.000 | 0.309 | 0.000 | 0.000 | 0.213 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Account_Tenure_Months | -0.134 | 0.164 | 0.239 | 0.092 | -0.138 | 0.087 | 0.049 | -0.202 | 1.000 | -0.190 | 0.231 | -0.245 | 0.038 | 0.122 | -0.205 | -0.084 | 0.049 | 0.111 | 1.000 | 0.290 | 0.000 | 0.118 | 0.000 | 0.000 | 0.046 | 0.182 | 0.231 | 0.191 | 0.284 | 0.000 | 0.000 | 0.141 | 0.266 | 0.000 | 0.158 | 0.333 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.072 | 0.000 |
| Monthly_Transactions_Count | -0.018 | 0.004 | 0.138 | -0.224 | 0.193 | -0.099 | 0.013 | 0.282 | -0.190 | 1.000 | 0.134 | 0.056 | -0.059 | 0.000 | 0.036 | -0.049 | 0.026 | 0.067 | 1.000 | 0.386 | 0.530 | 0.000 | 0.254 | 0.000 | 0.143 | 0.000 | 0.000 | 0.195 | 0.000 | 0.000 | 0.000 | 0.101 | 0.000 | 0.209 | 0.246 | 0.170 | 0.286 | 0.208 | 0.100 | 0.088 | 0.179 | 0.000 | 0.131 | 0.000 |
| Avg_Transaction_Value | 0.025 | -0.008 | 0.083 | 0.137 | -0.090 | -0.123 | -0.091 | -0.043 | 0.231 | 0.134 | 1.000 | -0.104 | -0.118 | 0.084 | -0.083 | -0.114 | 0.079 | -0.155 | 1.000 | 0.000 | 0.191 | 0.000 | 0.165 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.172 | 0.346 | 0.034 | 0.000 | 0.070 | 0.187 | 0.090 | 0.000 | 0.212 | 0.133 | 0.000 | 0.000 |
| Number_Credit_Inquiries_6mo | -0.117 | -0.147 | 0.113 | 0.128 | 0.008 | -0.092 | -0.031 | 0.026 | -0.245 | 0.056 | -0.104 | 1.000 | -0.111 | -0.120 | -0.041 | -0.075 | 0.018 | -0.096 | 1.000 | 0.113 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.109 | 0.000 | 0.069 | 0.222 | 0.190 | 0.088 | 0.224 | 0.000 | 0.168 | 0.000 | 0.000 | 0.000 | 0.193 | 0.000 | 0.000 | 0.000 | 0.103 | 0.000 | 0.000 |
| Credit_Limit | 0.021 | 0.106 | -0.212 | -0.079 | -0.237 | 0.120 | 0.035 | -0.074 | 0.038 | -0.059 | -0.118 | -0.111 | 1.000 | -0.020 | 0.018 | 0.146 | -0.607 | 0.048 | 1.000 | 0.529 | 0.000 | 0.000 | 0.000 | 0.000 | 0.105 | 0.187 | 0.147 | 0.383 | 0.000 | 0.000 | 0.000 | 0.000 | 0.172 | 0.000 | 0.000 | 0.154 | 0.200 | 0.000 | 0.202 | 0.000 | 0.132 | 0.274 | 0.136 | 0.249 |
| Revolving_Balance | 0.271 | -0.140 | -0.029 | 0.065 | -0.357 | -0.143 | -0.073 | 0.105 | 0.122 | 0.000 | 0.084 | -0.120 | -0.020 | 1.000 | -0.232 | 0.033 | 0.752 | 0.176 | 1.000 | 0.264 | 0.000 | 0.000 | 0.135 | 0.145 | 0.156 | 0.140 | 0.254 | 0.103 | 0.000 | 0.424 | 0.371 | 0.000 | 0.222 | 0.000 | 0.000 | 0.335 | 0.000 | 0.149 | 0.000 | 0.000 | 0.331 | 0.049 | 0.000 | 0.215 |
| Spending_to_Income_Ratio | -0.015 | -0.317 | -0.682 | -0.010 | 0.753 | 0.209 | 0.015 | 0.101 | -0.205 | 0.036 | -0.083 | -0.041 | 0.018 | -0.232 | 1.000 | 0.411 | -0.215 | -0.116 | 1.000 | 0.088 | 0.000 | 0.236 | 0.161 | 0.136 | 0.000 | 0.000 | 0.343 | 0.000 | 0.000 | 0.399 | 0.000 | 0.213 | 0.000 | 0.219 | 0.000 | 0.117 | 0.000 | 0.213 | 0.256 | 0.000 | 0.064 | 0.000 | 0.051 | 0.402 |
| Loan_to_Income_Ratio | 0.019 | -0.103 | -0.607 | -0.004 | 0.018 | 0.004 | 0.813 | -0.146 | -0.084 | -0.049 | -0.114 | -0.075 | 0.146 | 0.033 | 0.411 | 1.000 | -0.011 | -0.242 | 1.000 | 0.000 | 0.423 | 0.000 | 0.000 | 0.000 | 0.281 | 0.169 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.058 | 0.089 | 0.000 | 0.277 | 0.190 | 0.118 | 0.355 | 0.000 | 0.263 | 0.090 | 0.000 | 0.669 |
| Credit_Utilization_Ratio | 0.195 | -0.126 | 0.098 | 0.169 | -0.154 | -0.247 | -0.001 | 0.137 | 0.049 | 0.026 | 0.079 | 0.018 | -0.607 | 0.752 | -0.215 | -0.011 | 1.000 | 0.121 | 1.000 | 0.000 | 0.000 | 0.132 | 0.000 | 0.000 | 0.131 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.222 | 0.000 | 0.000 | 0.000 | 0.000 | 0.086 | 0.209 | 0.103 | 0.000 | 0.000 | 0.000 |
| Behavioral_Score | 0.257 | -0.030 | 0.097 | 0.074 | -0.033 | 0.027 | -0.217 | 0.274 | 0.111 | 0.067 | -0.155 | -0.096 | 0.048 | 0.176 | -0.116 | -0.242 | 0.121 | 1.000 | 1.000 | 0.000 | 0.000 | 0.166 | 0.125 | 0.341 | 0.083 | 0.000 | 0.257 | 0.000 | 0.000 | 0.000 | 0.284 | 0.000 | 0.000 | 0.276 | 0.000 | 0.384 | 0.275 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.229 | 0.292 |
| Customer_ID | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| Gender | 0.227 | 0.231 | 0.344 | 0.350 | 0.326 | 0.000 | 0.000 | 0.000 | 0.290 | 0.386 | 0.000 | 0.113 | 0.529 | 0.264 | 0.088 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.138 | 0.223 | 0.000 | 0.235 | 0.000 | 0.112 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.366 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.264 | 0.000 | 0.000 | 0.000 |
| Marital_Status | 0.042 | 0.000 | 0.000 | 0.000 | 0.109 | 0.199 | 0.000 | 0.000 | 0.000 | 0.530 | 0.191 | 0.000 | 0.000 | 0.000 | 0.000 | 0.423 | 0.000 | 0.000 | 1.000 | 0.138 | 1.000 | 0.000 | 0.193 | 0.000 | 0.172 | 0.000 | 0.064 | 0.000 | 0.000 | 0.204 | 0.177 | 0.000 | 0.000 | 0.184 | 0.307 | 0.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.045 | 0.153 | 0.000 | 0.000 |
| Dependents | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.236 | 0.000 | 0.132 | 0.166 | 1.000 | 0.223 | 0.000 | 1.000 | 0.158 | 0.139 | 0.057 | 0.000 | 0.184 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.161 | 0.000 | 0.000 | 0.000 | 0.110 | 0.072 | 0.114 | 0.252 | 0.000 | 0.000 |
| Education_Level | 0.000 | 0.000 | 0.000 | 0.322 | 0.061 | 0.182 | 0.000 | 0.000 | 0.000 | 0.254 | 0.165 | 0.000 | 0.000 | 0.135 | 0.161 | 0.000 | 0.000 | 0.125 | 1.000 | 0.000 | 0.193 | 0.158 | 1.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.166 | 0.000 | 0.298 | 0.124 | 0.176 | 0.000 | 0.000 | 0.101 | 0.000 | 0.349 | 0.000 | 0.065 | 0.000 | 0.234 | 0.000 | 0.194 | 0.000 |
| Employment_Status | 0.000 | 0.000 | 0.000 | 0.125 | 0.275 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.145 | 0.136 | 0.000 | 0.000 | 0.341 | 1.000 | 0.235 | 0.000 | 0.139 | 0.124 | 1.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.231 | 0.130 | 0.276 | 0.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.232 | 0.000 | 0.182 | 0.000 | 0.239 | 0.000 |
| Job_Type | 0.092 | 0.146 | 0.000 | 0.000 | 0.000 | 0.194 | 0.000 | 0.207 | 0.046 | 0.143 | 0.000 | 0.000 | 0.105 | 0.156 | 0.000 | 0.281 | 0.131 | 0.083 | 1.000 | 0.000 | 0.172 | 0.057 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.150 | 0.000 | 0.092 | 0.055 | 0.301 | 0.254 | 0.151 | 0.000 | 0.207 | 0.124 | 0.000 | 0.000 | 0.000 | 0.168 | 0.087 | 0.112 |
| Loan_Purpose | 0.000 | 0.134 | 0.315 | 0.161 | 0.159 | 0.171 | 0.000 | 0.150 | 0.182 | 0.000 | 0.000 | 0.109 | 0.187 | 0.140 | 0.000 | 0.169 | 0.090 | 0.000 | 1.000 | 0.112 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.105 | 0.000 | 0.000 | 0.000 | 0.000 | 0.242 | 0.000 | 0.182 | 0.000 | 0.188 | 0.313 |
| Credit_Card_Usage | 0.000 | 0.000 | 0.098 | 0.162 | 0.074 | 0.123 | 0.319 | 0.000 | 0.231 | 0.000 | 0.000 | 0.000 | 0.147 | 0.254 | 0.343 | 0.056 | 0.000 | 0.257 | 1.000 | 0.073 | 0.064 | 0.184 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.138 | 0.000 | 0.333 | 0.000 | 0.000 | 0.073 | 0.104 | 0.066 | 0.000 | 0.142 | 0.176 | 0.000 |
| Payment_History | 0.000 | 0.379 | 0.000 | 0.000 | 0.307 | 0.000 | 0.000 | 0.107 | 0.191 | 0.195 | 0.000 | 0.069 | 0.383 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.166 | 0.065 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.130 | 0.283 | 0.000 | 0.000 | 0.092 | 0.000 | 0.214 | 0.158 | 0.226 | 0.128 | 0.000 | 0.000 | 0.000 | 0.313 | 0.303 |
| Other_Loans | 0.000 | 0.360 | 0.000 | 0.000 | 0.000 | 0.224 | 0.000 | 0.187 | 0.284 | 0.000 | 0.000 | 0.222 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.150 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.166 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Default_History | 0.000 | 0.000 | 0.076 | 0.306 | 0.000 | 0.000 | 0.195 | 0.156 | 0.000 | 0.000 | 0.000 | 0.190 | 0.000 | 0.424 | 0.399 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.204 | 0.000 | 0.298 | 0.231 | 0.000 | 0.000 | 0.000 | 0.130 | 0.000 | 1.000 | 0.079 | 0.228 | 0.091 | 0.343 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.117 | 0.046 | 0.250 |
| Checking_Account_Status | 0.000 | 0.242 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.000 | 0.000 | 0.000 | 0.088 | 0.000 | 0.371 | 0.000 | 0.000 | 0.043 | 0.284 | 1.000 | 0.000 | 0.177 | 0.000 | 0.124 | 0.130 | 0.092 | 0.000 | 0.000 | 0.283 | 0.000 | 0.079 | 1.000 | 0.199 | 0.264 | 0.000 | 0.000 | 0.261 | 0.000 | 0.226 | 0.000 | 0.075 | 0.000 | 0.000 | 0.143 | 0.147 |
| Savings_Account_Status | 0.000 | 0.300 | 0.315 | 0.000 | 0.156 | 0.000 | 0.000 | 0.081 | 0.141 | 0.101 | 0.000 | 0.224 | 0.000 | 0.000 | 0.213 | 0.025 | 0.000 | 0.000 | 1.000 | 0.366 | 0.000 | 0.000 | 0.176 | 0.276 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.228 | 0.199 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.199 | 0.000 | 0.000 |
| Property | 0.175 | 0.191 | 0.000 | 0.000 | 0.000 | 0.000 | 0.203 | 0.309 | 0.266 | 0.000 | 0.172 | 0.000 | 0.172 | 0.222 | 0.000 | 0.058 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.301 | 0.014 | 0.138 | 0.000 | 0.000 | 0.091 | 0.264 | 0.000 | 1.000 | 0.341 | 0.287 | 0.083 | 0.000 | 0.000 | 0.000 | 0.073 | 0.243 | 0.000 | 0.110 | 0.297 |
| Housing | 0.346 | 0.000 | 0.295 | 0.000 | 0.000 | 0.298 | 0.141 | 0.000 | 0.000 | 0.209 | 0.346 | 0.168 | 0.000 | 0.000 | 0.219 | 0.089 | 0.222 | 0.276 | 1.000 | 0.000 | 0.184 | 0.000 | 0.000 | 0.090 | 0.254 | 0.105 | 0.000 | 0.092 | 0.000 | 0.343 | 0.000 | 0.000 | 0.341 | 1.000 | 0.000 | 0.000 | 0.000 | 0.139 | 0.000 | 0.069 | 0.076 | 0.224 | 0.000 | 0.193 |
| Foreign_Worker | 0.000 | 0.000 | 0.384 | 0.410 | 0.000 | 0.093 | 0.384 | 0.309 | 0.158 | 0.246 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.307 | 0.161 | 0.101 | 0.000 | 0.151 | 0.000 | 0.333 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.287 | 0.000 | 1.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.333 | 0.000 | 0.065 | 0.000 | 0.000 |
| Mobile_Banking_Active | 0.176 | 0.000 | 0.412 | 0.000 | 0.000 | 0.227 | 0.226 | 0.000 | 0.333 | 0.170 | 0.000 | 0.000 | 0.154 | 0.335 | 0.117 | 0.277 | 0.000 | 0.384 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.214 | 0.000 | 0.000 | 0.261 | 0.000 | 0.083 | 0.000 | 0.056 | 1.000 | 0.000 | 0.000 | 0.133 | 0.044 | 0.205 | 0.333 | 0.000 | 0.098 |
| Auto_Pay_Enabled | 0.216 | 0.094 | 0.000 | 0.000 | 0.232 | 0.265 | 0.000 | 0.000 | 0.000 | 0.286 | 0.070 | 0.000 | 0.200 | 0.000 | 0.000 | 0.190 | 0.000 | 0.275 | 1.000 | 0.000 | 0.065 | 0.000 | 0.349 | 0.000 | 0.207 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.100 | 0.147 |
| Num_Products_With_Bank | 0.209 | 0.099 | 0.000 | 0.024 | 0.181 | 0.258 | 0.069 | 0.213 | 0.000 | 0.208 | 0.187 | 0.193 | 0.000 | 0.149 | 0.213 | 0.118 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.073 | 0.226 | 0.000 | 0.060 | 0.226 | 0.000 | 0.000 | 0.139 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.228 | 0.000 | 0.000 | 0.000 |
| Insurance_Coverage | 0.000 | 0.000 | 0.223 | 0.000 | 0.000 | 0.000 | 0.187 | 0.000 | 0.000 | 0.100 | 0.090 | 0.000 | 0.202 | 0.000 | 0.256 | 0.355 | 0.086 | 0.000 | 1.000 | 0.033 | 0.000 | 0.110 | 0.065 | 0.232 | 0.000 | 0.242 | 0.104 | 0.128 | 0.166 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.133 | 0.149 | 0.000 | 1.000 | 0.000 | 0.139 | 0.000 | 0.097 | 0.358 |
| Financial_Literacy_Score | 0.182 | 0.163 | 0.215 | 0.000 | 0.000 | 0.000 | 0.147 | 0.000 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.209 | 0.000 | 1.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.073 | 0.069 | 0.333 | 0.044 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Region | 0.000 | 0.189 | 0.000 | 0.249 | 0.128 | 0.295 | 0.101 | 0.000 | 0.000 | 0.179 | 0.212 | 0.000 | 0.132 | 0.331 | 0.064 | 0.263 | 0.103 | 0.000 | 1.000 | 0.264 | 0.045 | 0.114 | 0.234 | 0.182 | 0.000 | 0.182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.243 | 0.076 | 0.000 | 0.205 | 0.000 | 0.228 | 0.139 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Employment_Industry | 0.000 | 0.000 | 0.000 | 0.252 | 0.208 | 0.099 | 0.000 | 0.000 | 0.096 | 0.000 | 0.133 | 0.103 | 0.274 | 0.049 | 0.000 | 0.090 | 0.000 | 0.000 | 1.000 | 0.000 | 0.153 | 0.252 | 0.000 | 0.000 | 0.168 | 0.000 | 0.142 | 0.000 | 0.000 | 0.117 | 0.000 | 0.199 | 0.000 | 0.224 | 0.065 | 0.333 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.215 | 0.000 |
| Days_Since_Last_Default | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 0.131 | 0.000 | 0.000 | 0.136 | 0.000 | 0.051 | 0.000 | 0.000 | 0.229 | 1.000 | 0.000 | 0.000 | 0.000 | 0.194 | 0.239 | 0.087 | 0.188 | 0.176 | 0.313 | 0.000 | 0.046 | 0.143 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.100 | 0.000 | 0.097 | 0.000 | 0.000 | 0.215 | 1.000 | 0.000 |
| Credit_Risk | 0.168 | 0.000 | 0.590 | 0.000 | 0.219 | 0.000 | 0.362 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.249 | 0.215 | 0.402 | 0.669 | 0.000 | 0.292 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.112 | 0.313 | 0.000 | 0.303 | 0.000 | 0.250 | 0.147 | 0.000 | 0.297 | 0.193 | 0.000 | 0.098 | 0.147 | 0.000 | 0.358 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
| Customer_ID | Age | Gender | Marital_Status | Dependents | Residence_Years | Education_Level | Employment_Status | Job_Type | Monthly_Income | Experience_Years | Loan_Purpose | Monthly_Spending | Savings_Balance | Credit_Amount | Installment_Rate | Credit_Card_Usage | Payment_History | Other_Loans | Default_History | Checking_Account_Status | Savings_Account_Status | Property | Housing | Foreign_Worker | Account_Tenure_Months | Monthly_Transactions_Count | Avg_Transaction_Value | Mobile_Banking_Active | Auto_Pay_Enabled | Number_Credit_Inquiries_6mo | Credit_Limit | Revolving_Balance | Num_Products_With_Bank | Insurance_Coverage | Financial_Literacy_Score | Region | Employment_Industry | Days_Since_Last_Default | Spending_to_Income_Ratio | Loan_to_Income_Ratio | Credit_Utilization_Ratio | Behavioral_Score | Credit_Risk | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | C001 | 59 | Male | Single | 0 | 14 | High School | Salaried | Sales | 130235 | 19 | Car | 34065 | 264214 | 448929 | 31.50 | Medium | Good | No | No | <50K | None | None | Own | No | 176 | 98 | 35157 | Yes | Yes | 2 | 1651405 | 242997 | 2 | None | Medium | South | Finance | 0 | 0.26 | 3.45 | 0.15 | 97 | Good |
| 1 | C002 | 49 | Female | Married | 4 | 2 | Graduate | Salaried | Manager | 104740 | 23 | Personal | 103092 | 844070 | 630466 | 18.22 | Medium | Good | No | No | <50K | <50K | Real Estate | Family | No | 173 | 53 | 12593 | Yes | Yes | 0 | 129083 | 488533 | 4 | None | Medium | North | IT | 0 | 0.98 | 6.02 | 3.78 | 96 | Good |
| 2 | C003 | 35 | Male | Single | 3 | 5 | Graduate | Self-employed | Manager | 255913 | 11 | Business | 69693 | 975240 | 623695 | 13.44 | Medium | Good | No | No | <50K | 50K–200K | Real Estate | Own | No | 223 | 7 | 41042 | Yes | No | 1 | 608819 | 96347 | 4 | Comprehensive | Medium | East | Healthcare | 0 | 0.27 | 2.44 | 0.16 | 52 | Good |
| 3 | C004 | 63 | Female | Married | 3 | 12 | High School | Salaried | Engineer | 207247 | 34 | Business | 41962 | 506108 | 513556 | 12.18 | Medium | Average | Yes | No | <50K | <50K | None | Family | Yes | 188 | 49 | 18320 | Yes | Yes | 3 | 1369432 | 310931 | 3 | None | High | East | Manufacturing | 0 | 0.20 | 2.48 | 0.23 | 64 | Good |
| 4 | C005 | 28 | Male | Single | 3 | 10 | High School | Salaried | Technician | 168877 | 32 | Car | 43295 | 639421 | 625278 | 13.80 | Medium | Good | No | No | 50K–100K | <50K | None | Own | Yes | 220 | 18 | 28376 | No | Yes | 5 | 1464821 | 297632 | 3 | Comprehensive | Low | South | Education | 0 | 0.26 | 3.70 | 0.20 | 41 | Good |
| 5 | C006 | 41 | Female | Widowed | 3 | 6 | PhD | Salaried | Clerk | 35237 | 32 | Furniture | 28807 | 373501 | 1043176 | 14.62 | Medium | Good | No | No | >100K | <50K | Real Estate | Rent | Yes | 113 | 34 | 44513 | Yes | No | 6 | 1950463 | 336585 | 4 | Basic | Low | East | Other | 0 | 0.82 | 29.60 | 0.17 | 74 | Bad |
| 6 | C007 | 59 | Male | Married | 3 | 7 | Graduate | Self-employed | Manager | 50056 | 11 | Furniture | 172504 | 729226 | 1228049 | 12.25 | Low | Average | Yes | No | <50K | 50K–200K | None | Own | No | 44 | 118 | 15199 | No | No | 1 | 1697608 | 205735 | 4 | Basic | Low | South | Other | 0 | 3.45 | 24.53 | 0.12 | 46 | Bad |
| 7 | C008 | 39 | Male | Single | 2 | 4 | High School | Unemployed | Engineer | 206615 | 2 | Personal | 147396 | 155159 | 1033049 | 35.74 | Medium | Good | No | No | <50K | >200K | None | Own | Yes | 20 | 72 | 16876 | No | Yes | 4 | 827147 | 22431 | 2 | Basic | High | South | Healthcare | 0 | 0.71 | 5.00 | 0.03 | 60 | Good |
| 8 | C009 | 43 | Female | Single | 1 | 7 | PhD | Retired | Teacher | 217628 | 0 | Car | 106267 | 177502 | 528007 | 31.49 | Medium | Good | No | No | <50K | <50K | None | Own | No | 125 | 22 | 9245 | Yes | No | 2 | 1098382 | 323825 | 2 | Basic | Medium | South | Other | 0 | 0.49 | 2.43 | 0.29 | 57 | Good |
| 9 | C010 | 31 | Male | Married | 3 | 11 | PhD | Salaried | Engineer | 144548 | 32 | Business | 34870 | 160576 | 894573 | 6.64 | High | Good | No | No | 50K–100K | 50K–200K | Car | Rent | No | 9 | 66 | 8214 | No | No | 7 | 704037 | 194555 | 3 | Comprehensive | Medium | South | IT | 300 | 0.24 | 6.19 | 0.28 | 42 | Good |
| Customer_ID | Age | Gender | Marital_Status | Dependents | Residence_Years | Education_Level | Employment_Status | Job_Type | Monthly_Income | Experience_Years | Loan_Purpose | Monthly_Spending | Savings_Balance | Credit_Amount | Installment_Rate | Credit_Card_Usage | Payment_History | Other_Loans | Default_History | Checking_Account_Status | Savings_Account_Status | Property | Housing | Foreign_Worker | Account_Tenure_Months | Monthly_Transactions_Count | Avg_Transaction_Value | Mobile_Banking_Active | Auto_Pay_Enabled | Number_Credit_Inquiries_6mo | Credit_Limit | Revolving_Balance | Num_Products_With_Bank | Insurance_Coverage | Financial_Literacy_Score | Region | Employment_Industry | Days_Since_Last_Default | Spending_to_Income_Ratio | Loan_to_Income_Ratio | Credit_Utilization_Ratio | Behavioral_Score | Credit_Risk | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40 | C041 | 59 | Female | Divorced | 0 | 1 | Graduate | Salaried | Clerk | 39540 | 22 | Education | 108396 | 322428 | 765460 | 32.88 | Medium | Poor | No | No | >100K | >200K | Real Estate | Rent | No | 21 | 56 | 24265 | Yes | Yes | 1 | 643586 | 395141 | 5 | Basic | Medium | North | Other | 0 | 2.74 | 19.36 | 0.61 | 47 | Bad |
| 41 | C042 | 38 | Male | Single | 2 | 8 | Graduate | Salaried | Technician | 46364 | 31 | Education | 36732 | 324187 | 934574 | 21.08 | Medium | Average | No | No | <50K | >200K | Real Estate | Family | Yes | 189 | 8 | 26931 | Yes | No | 2 | 1931175 | 215048 | 5 | None | High | North | Other | 0 | 0.79 | 20.16 | 0.11 | 42 | Bad |
| 42 | C043 | 24 | Female | Married | 0 | 7 | Graduate | Salaried | Sales | 57663 | 11 | Furniture | 106362 | 695907 | 1763796 | 34.47 | Low | Good | No | No | <50K | <50K | Real Estate | Family | No | 126 | 63 | 29841 | Yes | No | 3 | 1829240 | 236293 | 1 | Comprehensive | Medium | North | Manufacturing | 0 | 1.84 | 30.59 | 0.13 | 42 | Bad |
| 43 | C044 | 45 | Male | Married | 1 | 2 | High School | Unemployed | Manager | 81991 | 12 | Car | 176426 | 888439 | 285365 | 31.91 | Low | Poor | No | Yes | >100K | 50K–200K | Real Estate | Family | No | 15 | 76 | 30192 | Yes | Yes | 5 | 1535200 | 117832 | 4 | Basic | Medium | North | Manufacturing | 900 | 2.15 | 3.48 | 0.08 | 61 | Bad |
| 44 | C045 | 34 | Female | Single | 1 | 8 | Graduate | Salaried | Manager | 218751 | 22 | Personal | 28843 | 87844 | 392786 | 7.32 | Low | Good | No | No | 50K–100K | <50K | Car | Rent | No | 163 | 24 | 47542 | Yes | No | 6 | 1138075 | 392550 | 1 | None | High | West | Other | 0 | 0.13 | 1.80 | 0.34 | 45 | Good |
| 45 | C046 | 29 | Male | Single | 3 | 1 | PhD | Salaried | Teacher | 192049 | 24 | Personal | 129065 | 556820 | 1149188 | 6.61 | Medium | Poor | Yes | No | No account | <50K | Real Estate | Own | No | 158 | 97 | 43520 | Yes | No | 0 | 1486536 | 125150 | 5 | None | Low | North | Finance | 300 | 0.67 | 5.98 | 0.08 | 41 | Bad |
| 46 | C047 | 46 | Male | Single | 4 | 11 | Graduate | Salaried | Manager | 124704 | 34 | Education | 86726 | 170421 | 860006 | 26.73 | High | Good | Yes | No | >100K | 50K–200K | Real Estate | Own | No | 108 | 67 | 16585 | Yes | No | 5 | 495485 | 157087 | 2 | None | Medium | North | IT | 0 | 0.70 | 6.90 | 0.32 | 62 | Good |
| 47 | C048 | 22 | Female | Single | 0 | 12 | Postgraduate | Salaried | Teacher | 79115 | 29 | Car | 32640 | 127402 | 1908532 | 17.16 | Medium | Average | No | No | <50K | 50K–200K | Car | Own | No | 89 | 58 | 26559 | No | No | 5 | 1792495 | 33320 | 5 | Basic | Medium | North | Education | 0 | 0.41 | 24.12 | 0.02 | 41 | Bad |
| 48 | C049 | 40 | Female | Divorced | 0 | 9 | Graduate | Salaried | Engineer | 249295 | 16 | Education | 67528 | 123012 | 250244 | 12.32 | Low | Average | No | No | 50K–100K | <50K | None | Own | No | 138 | 119 | 41059 | Yes | No | 6 | 1343774 | 327025 | 4 | None | High | North | Manufacturing | 0 | 0.27 | 1.00 | 0.24 | 77 | Good |
| 49 | C050 | 48 | Male | Married | 2 | 9 | Graduate | Self-employed | Clerk | 221962 | 19 | Business | 53413 | 443661 | 1895924 | 25.29 | High | Average | No | No | <50K | 50K–200K | Real Estate | Own | No | 70 | 113 | 34742 | Yes | Yes | 0 | 1566111 | 90827 | 5 | Comprehensive | Low | East | Manufacturing | 900 | 0.24 | 8.54 | 0.06 | 56 | Good |